人脸生成(Face Generation)

在该项目中,你将使用生成式对抗网络(Generative Adversarial Nets)来生成新的人脸图像。

获取数据

该项目将使用以下数据集:

  • MNIST
  • CelebA

由于 CelebA 数据集比较复杂,而且这是你第一次使用 GANs。我们想让你先在 MNIST 数据集上测试你的 GANs 模型,以让你更快的评估所建立模型的性能。

如果你在使用 FloydHub, 请将 data_dir 设置为 "/input" 并使用 FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

探索数据(Explore the Data)

MNIST

MNIST 是一个手写数字的图像数据集。你可以更改 show_n_images 探索此数据集。

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7ff0a2f0d1d0>

CelebA

CelebFaces Attributes Dataset (CelebA) 是一个包含 20 多万张名人图片及相关图片说明的数据集。你将用此数据集生成人脸,不会用不到相关说明。你可以更改 show_n_images 探索此数据集。

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7ff0a2e84748>

预处理数据(Preprocess the Data)

由于该项目的重点是建立 GANs 模型,我们将为你预处理数据。

经过数据预处理,MNIST 和 CelebA 数据集的值在 28×28 维度图像的 [-0.5, 0.5] 范围内。CelebA 数据集中的图像裁剪了非脸部的图像部分,然后调整到 28x28 维度。

MNIST 数据集中的图像是单通道的黑白图像,CelebA 数据集中的图像是 三通道的 RGB 彩色图像

建立神经网络(Build the Neural Network)

你将通过部署以下函数来建立 GANs 的主要组成部分:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

检查 TensorFlow 版本并获取 GPU 型号

检查你是否使用正确的 TensorFlow 版本,并获取 GPU 型号

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0
Default GPU Device: /gpu:0

输入(Input)

部署 model_inputs 函数以创建用于神经网络的 占位符 (TF Placeholders)。请创建以下占位符:

  • 输入图像占位符: 使用 image_widthimage_heightimage_channels 设置为 rank 4。
  • 输入 Z 占位符: 设置为 rank 2,并命名为 z_dim
  • 学习速率占位符: 设置为 rank 0。

返回占位符元组的形状为 (tensor of real input images, tensor of z data, learning rate)。

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    input_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
    input_z = tf.placeholder(tf.float32, (None, z_dim), name='z_dim')
    learning_rate = tf.placeholder(tf.float32, name='lr')
    return input_real, input_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

辨别器(Discriminator)

部署 discriminator 函数创建辨别器神经网络以辨别 images。该函数应能够重复使用神经网络中的各种变量。 在 tf.variable_scope 中使用 "discriminator" 的变量空间名来重复使用该函数中的变量。

该函数应返回形如 (tensor output of the discriminator, tensor logits of the discriminator) 的元组。

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param image: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    alpha = 0.25
    with tf.variable_scope('discriminator', reuse=reuse): 
        # 28x28x3
        x = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
        x = tf.maximum(alpha * x, x)
        # 14x14x64
        
        x = tf.layers.conv2d(x, 128, 5, strides=2, padding='same')
        x = tf.layers.batch_normalization(x, training=True)
        x = tf.maximum(alpha * x, x)
        # 7x7x128
        
        x = tf.layers.conv2d(x, 256, 5, strides=2, padding='same')
        x = tf.layers.batch_normalization(x, training=True)
        x = tf.maximum(alpha * x, x)
        # 4x4x256

        x = tf.layers.conv2d(x, 512, 5, strides=1, padding='same')
        x = tf.layers.batch_normalization(x, training=True)
        x = tf.maximum(alpha * x, x)
        # 4x4x512
        
        x = tf.reshape(x, (-1, 4*4*512))
        logits = tf.layers.dense(x, 1)
        outputs = tf.sigmoid(logits)
        
    return logits, outputs


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

生成器(Generator)

部署 generator 函数以使用 z 生成图像。该函数应能够重复使用神经网络中的各种变量。 在 tf.variable_scope 中使用 "generator" 的变量空间名来重复使用该函数中的变量。

该函数应返回所生成的 28 x 28 x out_channel_dim 维度图像。

In [7]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    alpha = 0.25
    with tf.variable_scope('generator', reuse=(not is_train)):
        x = tf.layers.dense(z, 7*7*256)
        x = tf.reshape(x, (-1, 7, 7, 256))
        x = tf.layers.batch_normalization(x, training=is_train)
        x = tf.maximum(alpha * x, x)
        # 7x7x256
        
        x = tf.layers.conv2d_transpose(x, 128, 5, strides=2, padding='same')
        x = tf.layers.batch_normalization(x, training=is_train)
        x = tf.maximum(alpha * x, x)
        # 14x14x128
        
        x = tf.layers.conv2d_transpose(x, 64, 5, strides=2, padding='same')
        x = tf.layers.batch_normalization(x, training=is_train)
        x = tf.maximum(alpha * x, x)
        # 28x28x64

        x = tf.layers.conv2d_transpose(x, 32, 5, strides=1, padding='same')
        x = tf.layers.batch_normalization(x, training=is_train)
        x = tf.maximum(alpha * x, x)
        # 28x28x32
        
        # Output layer
        logits = tf.layers.conv2d_transpose(x, out_channel_dim, 5, strides=1, padding='same')
        # 28x28x3
        
        outputs = tf.tanh(logits)
        
        return outputs
    


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

损失函数(Loss)

部署 model_loss 函数训练并计算 GANs 的损失。该函数应返回形如 (discriminator loss, generator loss) 的元组。

使用你已实现的函数:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    g_model = generator(input_z, out_channel_dim)
    d_logits_real, d_model_real = discriminator(input_real)
    d_logits_fake, d_model_fake = discriminator(g_model, reuse=True)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*0.9))
    
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake
    
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
    
    return  d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

优化(Optimization)

部署 model_opt 函数实现对 GANs 的优化。使用 tf.trainable_variables 获取可训练的所有变量。通过变量空间名 discriminatorgenerator 来过滤变量。该函数应返回形如 (discriminator training operation, generator training operation) 的元组。

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

训练神经网络(Neural Network Training)

输出显示

使用该函数可以显示生成器 (Generator) 在训练过程中的当前输出,这会帮你评估 GANs 模型的训练程度。

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

训练

部署 train 函数以建立并训练 GANs 模型。记得使用以下你已完成的函数:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

使用 show_generator_output 函数显示 generator 在训练过程中的输出。

注意:在每个批次 (batch) 中运行 show_generator_output 函数会显著增加训练时间与该 notebook 的体积。推荐每 100 批次输出一次 generator 的输出。

In [11]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    input_real, input_z, lr= model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])    
    d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
    
    losses = []
    steps = 0
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                steps += 1
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                
                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
                _ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images})

                if steps % 20 == 0:
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                    train_loss_g = g_loss.eval({input_z: batch_z})
        
                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))

                    losses.append((train_loss_d, train_loss_g))

                if steps % 100 == 0:
                    show_generator_output(sess, 25, input_z, data_shape[3], data_image_mode)
                    
    return losses

MNIST

在 MNIST 上测试你的 GANs 模型。经过 2 次迭代,GANs 应该能够生成类似手写数字的图像。确保生成器 (generator) 低于辨别器 (discriminator) 的损失,或接近 0。

In [12]:
batch_size = 32
z_dim = 100
learning_rate = 0.001
beta1 = 0.9


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))

with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, 
          mnist_dataset.get_batches, mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.0740... Generator Loss: 4.2653
Epoch 1/2... Discriminator Loss: 0.6248... Generator Loss: 6.8048
Epoch 1/2... Discriminator Loss: 0.5337... Generator Loss: 6.4106
Epoch 1/2... Discriminator Loss: 0.4572... Generator Loss: 2.9056
Epoch 1/2... Discriminator Loss: 1.2499... Generator Loss: 1.0471
Epoch 1/2... Discriminator Loss: 0.8006... Generator Loss: 2.6111
Epoch 1/2... Discriminator Loss: 0.4417... Generator Loss: 6.0640
Epoch 1/2... Discriminator Loss: 0.6605... Generator Loss: 5.4876
Epoch 1/2... Discriminator Loss: 0.4197... Generator Loss: 8.8884
Epoch 1/2... Discriminator Loss: 0.3511... Generator Loss: 7.2170
Epoch 1/2... Discriminator Loss: 0.3785... Generator Loss: 6.2146
Epoch 1/2... Discriminator Loss: 0.3364... Generator Loss: 6.5460
Epoch 1/2... Discriminator Loss: 0.3349... Generator Loss: 7.0402
Epoch 1/2... Discriminator Loss: 0.3359... Generator Loss: 6.9794
Epoch 1/2... Discriminator Loss: 0.3336... Generator Loss: 6.5773
Epoch 1/2... Discriminator Loss: 0.3331... Generator Loss: 7.1963
Epoch 1/2... Discriminator Loss: 0.3337... Generator Loss: 7.1780
Epoch 1/2... Discriminator Loss: 0.3327... Generator Loss: 7.3623
Epoch 1/2... Discriminator Loss: 0.3296... Generator Loss: 7.4070
Epoch 1/2... Discriminator Loss: 0.3319... Generator Loss: 6.9523
Epoch 1/2... Discriminator Loss: 0.3441... Generator Loss: 6.9959
Epoch 1/2... Discriminator Loss: 0.3302... Generator Loss: 7.1760
Epoch 1/2... Discriminator Loss: 0.3288... Generator Loss: 7.2385
Epoch 1/2... Discriminator Loss: 0.3335... Generator Loss: 7.2666
Epoch 1/2... Discriminator Loss: 0.3327... Generator Loss: 7.6950
Epoch 1/2... Discriminator Loss: 0.3292... Generator Loss: 7.7370
Epoch 1/2... Discriminator Loss: 0.3277... Generator Loss: 7.8969
Epoch 1/2... Discriminator Loss: 0.3267... Generator Loss: 7.7860
Epoch 1/2... Discriminator Loss: 0.3271... Generator Loss: 7.8362
Epoch 1/2... Discriminator Loss: 0.3277... Generator Loss: 7.9225
Epoch 1/2... Discriminator Loss: 0.3303... Generator Loss: 7.8919
Epoch 1/2... Discriminator Loss: 0.3271... Generator Loss: 7.8719
Epoch 1/2... Discriminator Loss: 0.3270... Generator Loss: 7.7383
Epoch 1/2... Discriminator Loss: 0.3261... Generator Loss: 8.1019
Epoch 1/2... Discriminator Loss: 0.3269... Generator Loss: 8.0441
Epoch 1/2... Discriminator Loss: 0.3278... Generator Loss: 8.2617
Epoch 1/2... Discriminator Loss: 0.3266... Generator Loss: 8.1029
Epoch 1/2... Discriminator Loss: 0.3265... Generator Loss: 8.0682
Epoch 1/2... Discriminator Loss: 0.3281... Generator Loss: 8.1627
Epoch 1/2... Discriminator Loss: 0.3265... Generator Loss: 8.1392
Epoch 1/2... Discriminator Loss: 0.3267... Generator Loss: 8.1744
Epoch 1/2... Discriminator Loss: 0.3288... Generator Loss: 8.4046
Epoch 1/2... Discriminator Loss: 0.3261... Generator Loss: 8.1948
Epoch 1/2... Discriminator Loss: 0.3282... Generator Loss: 8.1468
Epoch 1/2... Discriminator Loss: 0.3263... Generator Loss: 8.3028
Epoch 1/2... Discriminator Loss: 0.3271... Generator Loss: 8.4726
Epoch 1/2... Discriminator Loss: 0.3260... Generator Loss: 8.4616
Epoch 1/2... Discriminator Loss: 0.3260... Generator Loss: 8.6309
Epoch 1/2... Discriminator Loss: 0.3259... Generator Loss: 8.7279
Epoch 1/2... Discriminator Loss: 0.3274... Generator Loss: 8.4314
Epoch 1/2... Discriminator Loss: 0.3268... Generator Loss: 8.7296
Epoch 1/2... Discriminator Loss: 0.3289... Generator Loss: 8.4597
Epoch 1/2... Discriminator Loss: 0.3260... Generator Loss: 8.8357
Epoch 1/2... Discriminator Loss: 0.3256... Generator Loss: 8.8818
Epoch 1/2... Discriminator Loss: 0.3260... Generator Loss: 8.6996
Epoch 1/2... Discriminator Loss: 0.3256... Generator Loss: 8.9979
Epoch 1/2... Discriminator Loss: 0.3270... Generator Loss: 8.7882
Epoch 1/2... Discriminator Loss: 0.3269... Generator Loss: 8.7960
Epoch 1/2... Discriminator Loss: 0.4606... Generator Loss: 3.2281
Epoch 1/2... Discriminator Loss: 0.8473... Generator Loss: 6.2381
Epoch 1/2... Discriminator Loss: 0.3601... Generator Loss: 9.3007
Epoch 1/2... Discriminator Loss: 0.3874... Generator Loss: 3.2919
Epoch 1/2... Discriminator Loss: 0.3579... Generator Loss: 4.5286
Epoch 1/2... Discriminator Loss: 0.3522... Generator Loss: 4.2437
Epoch 1/2... Discriminator Loss: 0.3357... Generator Loss: 5.5043
Epoch 1/2... Discriminator Loss: 0.3639... Generator Loss: 5.0966
Epoch 1/2... Discriminator Loss: 0.4497... Generator Loss: 8.1617
Epoch 1/2... Discriminator Loss: 0.3366... Generator Loss: 7.4497
Epoch 1/2... Discriminator Loss: 0.3546... Generator Loss: 5.1177
Epoch 1/2... Discriminator Loss: 0.3418... Generator Loss: 8.0614
Epoch 1/2... Discriminator Loss: 0.3373... Generator Loss: 5.5251
Epoch 1/2... Discriminator Loss: 0.3480... Generator Loss: 7.4282
Epoch 1/2... Discriminator Loss: 0.4624... Generator Loss: 5.3935
Epoch 1/2... Discriminator Loss: 0.3701... Generator Loss: 7.0724
Epoch 1/2... Discriminator Loss: 0.3858... Generator Loss: 12.7337
Epoch 1/2... Discriminator Loss: 0.5493... Generator Loss: 13.6406
Epoch 1/2... Discriminator Loss: 0.6320... Generator Loss: 5.1803
Epoch 1/2... Discriminator Loss: 0.3921... Generator Loss: 4.8714
Epoch 1/2... Discriminator Loss: 0.3415... Generator Loss: 5.5377
Epoch 1/2... Discriminator Loss: 0.3375... Generator Loss: 7.1211
Epoch 1/2... Discriminator Loss: 0.3419... Generator Loss: 4.8761
Epoch 1/2... Discriminator Loss: 0.3330... Generator Loss: 6.4470
Epoch 1/2... Discriminator Loss: 0.3542... Generator Loss: 4.1705
Epoch 1/2... Discriminator Loss: 0.4199... Generator Loss: 5.6489
Epoch 1/2... Discriminator Loss: 0.3992... Generator Loss: 5.0006
Epoch 1/2... Discriminator Loss: 0.3465... Generator Loss: 5.3926
Epoch 1/2... Discriminator Loss: 0.3488... Generator Loss: 6.9376
Epoch 1/2... Discriminator Loss: 0.4542... Generator Loss: 17.7322
Epoch 1/2... Discriminator Loss: 0.4348... Generator Loss: 3.9920
Epoch 1/2... Discriminator Loss: 0.3493... Generator Loss: 8.4488
Epoch 1/2... Discriminator Loss: 0.3451... Generator Loss: 7.1305
Epoch 1/2... Discriminator Loss: 0.3371... Generator Loss: 6.3531
Epoch 1/2... Discriminator Loss: 0.3697... Generator Loss: 4.4712
Epoch 2/2... Discriminator Loss: 0.3954... Generator Loss: 3.5163
Epoch 2/2... Discriminator Loss: 0.4408... Generator Loss: 4.0496
Epoch 2/2... Discriminator Loss: 0.3805... Generator Loss: 5.1929
Epoch 2/2... Discriminator Loss: 0.3845... Generator Loss: 5.8868
Epoch 2/2... Discriminator Loss: 0.4450... Generator Loss: 26.5149
Epoch 2/2... Discriminator Loss: 0.6468... Generator Loss: 13.3638
Epoch 2/2... Discriminator Loss: 0.3916... Generator Loss: 5.5450
Epoch 2/2... Discriminator Loss: 0.3559... Generator Loss: 6.2237
Epoch 2/2... Discriminator Loss: 0.3431... Generator Loss: 5.6188
Epoch 2/2... Discriminator Loss: 0.3353... Generator Loss: 5.9782
Epoch 2/2... Discriminator Loss: 0.3351... Generator Loss: 5.7488
Epoch 2/2... Discriminator Loss: 0.4307... Generator Loss: 4.0946
Epoch 2/2... Discriminator Loss: 0.4873... Generator Loss: 2.3373
Epoch 2/2... Discriminator Loss: 0.3827... Generator Loss: 6.0801
Epoch 2/2... Discriminator Loss: 0.6461... Generator Loss: 2.2744
Epoch 2/2... Discriminator Loss: 0.5810... Generator Loss: 2.3031
Epoch 2/2... Discriminator Loss: 0.4928... Generator Loss: 5.7766
Epoch 2/2... Discriminator Loss: 0.4067... Generator Loss: 3.6423
Epoch 2/2... Discriminator Loss: 0.7093... Generator Loss: 8.1080
Epoch 2/2... Discriminator Loss: 1.2392... Generator Loss: 0.7395
Epoch 2/2... Discriminator Loss: 0.4962... Generator Loss: 2.8425
Epoch 2/2... Discriminator Loss: 0.4064... Generator Loss: 4.7797
Epoch 2/2... Discriminator Loss: 0.3857... Generator Loss: 3.5439
Epoch 2/2... Discriminator Loss: 0.4112... Generator Loss: 5.9379
Epoch 2/2... Discriminator Loss: 0.5295... Generator Loss: 3.2552
Epoch 2/2... Discriminator Loss: 0.8975... Generator Loss: 1.5373
Epoch 2/2... Discriminator Loss: 0.7401... Generator Loss: 7.4708
Epoch 2/2... Discriminator Loss: 0.9009... Generator Loss: 1.5520
Epoch 2/2... Discriminator Loss: 0.5083... Generator Loss: 3.4205
Epoch 2/2... Discriminator Loss: 0.3969... Generator Loss: 4.3476
Epoch 2/2... Discriminator Loss: 0.4360... Generator Loss: 3.3041
Epoch 2/2... Discriminator Loss: 0.3931... Generator Loss: 6.6514
Epoch 2/2... Discriminator Loss: 0.3822... Generator Loss: 4.1774
Epoch 2/2... Discriminator Loss: 0.3533... Generator Loss: 4.9312
Epoch 2/2... Discriminator Loss: 0.4470... Generator Loss: 3.7635
Epoch 2/2... Discriminator Loss: 0.4368... Generator Loss: 3.1285
Epoch 2/2... Discriminator Loss: 0.4270... Generator Loss: 4.2762
Epoch 2/2... Discriminator Loss: 0.3842... Generator Loss: 3.7252
Epoch 2/2... Discriminator Loss: 0.3554... Generator Loss: 4.0809
Epoch 2/2... Discriminator Loss: 0.3573... Generator Loss: 4.3520
Epoch 2/2... Discriminator Loss: 0.3672... Generator Loss: 7.1681
Epoch 2/2... Discriminator Loss: 0.3548... Generator Loss: 6.2125
Epoch 2/2... Discriminator Loss: 0.4020... Generator Loss: 3.1932
Epoch 2/2... Discriminator Loss: 0.3371... Generator Loss: 6.1678
Epoch 2/2... Discriminator Loss: 0.3671... Generator Loss: 5.1094
Epoch 2/2... Discriminator Loss: 0.3478... Generator Loss: 6.5838
Epoch 2/2... Discriminator Loss: 0.5015... Generator Loss: 2.9067
Epoch 2/2... Discriminator Loss: 0.3617... Generator Loss: 4.9679
Epoch 2/2... Discriminator Loss: 0.4865... Generator Loss: 4.2313
Epoch 2/2... Discriminator Loss: 0.4337... Generator Loss: 4.7738
Epoch 2/2... Discriminator Loss: 0.3765... Generator Loss: 5.1716
Epoch 2/2... Discriminator Loss: 0.3626... Generator Loss: 3.9386
Epoch 2/2... Discriminator Loss: 0.4118... Generator Loss: 5.8668
Epoch 2/2... Discriminator Loss: 0.3685... Generator Loss: 4.8818
Epoch 2/2... Discriminator Loss: 0.3469... Generator Loss: 5.9202
Epoch 2/2... Discriminator Loss: 0.3524... Generator Loss: 6.6002
Epoch 2/2... Discriminator Loss: 0.3645... Generator Loss: 3.8731
Epoch 2/2... Discriminator Loss: 0.3637... Generator Loss: 4.6549
Epoch 2/2... Discriminator Loss: 0.4185... Generator Loss: 6.6928
Epoch 2/2... Discriminator Loss: 0.3450... Generator Loss: 6.1859
Epoch 2/2... Discriminator Loss: 0.3527... Generator Loss: 5.9656
Epoch 2/2... Discriminator Loss: 0.5269... Generator Loss: 5.5071
Epoch 2/2... Discriminator Loss: 0.4522... Generator Loss: 3.9838
Epoch 2/2... Discriminator Loss: 0.3830... Generator Loss: 3.5156
Epoch 2/2... Discriminator Loss: 0.3834... Generator Loss: 5.1503
Epoch 2/2... Discriminator Loss: 0.3610... Generator Loss: 4.7205
Epoch 2/2... Discriminator Loss: 1.1165... Generator Loss: 8.1216
Epoch 2/2... Discriminator Loss: 0.5203... Generator Loss: 5.2646
Epoch 2/2... Discriminator Loss: 0.4564... Generator Loss: 3.5611
Epoch 2/2... Discriminator Loss: 0.3876... Generator Loss: 4.6995
Epoch 2/2... Discriminator Loss: 0.3522... Generator Loss: 5.8385
Epoch 2/2... Discriminator Loss: 0.3520... Generator Loss: 4.9182
Epoch 2/2... Discriminator Loss: 0.3968... Generator Loss: 3.9428
Epoch 2/2... Discriminator Loss: 0.3581... Generator Loss: 6.5404
Epoch 2/2... Discriminator Loss: 0.3994... Generator Loss: 3.9203
Epoch 2/2... Discriminator Loss: 0.3947... Generator Loss: 3.7195
Epoch 2/2... Discriminator Loss: 0.4419... Generator Loss: 4.6900
Epoch 2/2... Discriminator Loss: 0.3652... Generator Loss: 4.4956
Epoch 2/2... Discriminator Loss: 0.4171... Generator Loss: 3.6445
Epoch 2/2... Discriminator Loss: 0.3584... Generator Loss: 5.1524
Epoch 2/2... Discriminator Loss: 0.3832... Generator Loss: 3.4916
Epoch 2/2... Discriminator Loss: 0.3992... Generator Loss: 3.4871
Epoch 2/2... Discriminator Loss: 0.3901... Generator Loss: 3.2873
Epoch 2/2... Discriminator Loss: 0.5456... Generator Loss: 6.9522
Epoch 2/2... Discriminator Loss: 0.3711... Generator Loss: 4.7987
Epoch 2/2... Discriminator Loss: 0.3544... Generator Loss: 7.6097
Epoch 2/2... Discriminator Loss: 0.6345... Generator Loss: 2.3693
Epoch 2/2... Discriminator Loss: 0.4286... Generator Loss: 7.8224
Epoch 2/2... Discriminator Loss: 0.4024... Generator Loss: 5.2692
Epoch 2/2... Discriminator Loss: 0.3772... Generator Loss: 3.7433
Epoch 2/2... Discriminator Loss: 0.3762... Generator Loss: 6.3653
Epoch 2/2... Discriminator Loss: 0.3647... Generator Loss: 4.6446
Epoch 2/2... Discriminator Loss: 0.3867... Generator Loss: 3.4534
Epoch 2/2... Discriminator Loss: 0.3633... Generator Loss: 4.0871

CelebA

在 CelebA 上运行你的 GANs 模型。在一般的GPU上运行每次迭代大约需要 20 分钟。你可以运行整个迭代,或者当 GANs 开始产生真实人脸图像时停止它。

In [ ]:
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.6


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 10

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    losses = train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
                   celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/10... Discriminator Loss: 1.7396... Generator Loss: 21.2650
Epoch 1/10... Discriminator Loss: 0.5931... Generator Loss: 3.7645
Epoch 1/10... Discriminator Loss: 2.5901... Generator Loss: 9.4026
Epoch 1/10... Discriminator Loss: 1.0092... Generator Loss: 1.4501
Epoch 1/10... Discriminator Loss: 0.6754... Generator Loss: 4.6773
Epoch 1/10... Discriminator Loss: 0.5806... Generator Loss: 5.0719
Epoch 1/10... Discriminator Loss: 0.5335... Generator Loss: 2.1068
Epoch 1/10... Discriminator Loss: 1.1917... Generator Loss: 1.1016
Epoch 1/10... Discriminator Loss: 0.4819... Generator Loss: 4.6656
Epoch 1/10... Discriminator Loss: 0.5227... Generator Loss: 2.1578
Epoch 1/10... Discriminator Loss: 0.4688... Generator Loss: 2.4570
Epoch 1/10... Discriminator Loss: 0.6469... Generator Loss: 1.5095
Epoch 1/10... Discriminator Loss: 0.8768... Generator Loss: 4.8754
Epoch 1/10... Discriminator Loss: 0.9485... Generator Loss: 1.1449
Epoch 1/10... Discriminator Loss: 0.6247... Generator Loss: 3.0050
Epoch 1/10... Discriminator Loss: 0.8054... Generator Loss: 1.6262
Epoch 1/10... Discriminator Loss: 0.5066... Generator Loss: 2.8196
Epoch 1/10... Discriminator Loss: 0.5142... Generator Loss: 5.1741
Epoch 1/10... Discriminator Loss: 0.7886... Generator Loss: 2.6137
Epoch 1/10... Discriminator Loss: 0.8016... Generator Loss: 1.7388
Epoch 1/10... Discriminator Loss: 1.0370... Generator Loss: 8.5206
Epoch 1/10... Discriminator Loss: 0.3652... Generator Loss: 4.6717
Epoch 1/10... Discriminator Loss: 0.6319... Generator Loss: 3.4633
Epoch 1/10... Discriminator Loss: 0.3625... Generator Loss: 5.7592
Epoch 1/10... Discriminator Loss: 0.5019... Generator Loss: 2.2287
Epoch 1/10... Discriminator Loss: 1.9111... Generator Loss: 0.2733
Epoch 1/10... Discriminator Loss: 1.1784... Generator Loss: 0.6930
Epoch 1/10... Discriminator Loss: 0.7013... Generator Loss: 8.6799
Epoch 1/10... Discriminator Loss: 0.4885... Generator Loss: 9.6107
Epoch 1/10... Discriminator Loss: 0.5655... Generator Loss: 2.1134
Epoch 1/10... Discriminator Loss: 1.4104... Generator Loss: 9.3394
Epoch 1/10... Discriminator Loss: 0.4055... Generator Loss: 3.6484
Epoch 1/10... Discriminator Loss: 0.4248... Generator Loss: 8.2251
Epoch 1/10... Discriminator Loss: 0.3992... Generator Loss: 3.2729
Epoch 1/10... Discriminator Loss: 1.1563... Generator Loss: 0.7427
Epoch 1/10... Discriminator Loss: 0.3839... Generator Loss: 7.8797
Epoch 1/10... Discriminator Loss: 0.4045... Generator Loss: 3.6381
Epoch 1/10... Discriminator Loss: 0.4977... Generator Loss: 4.9559
Epoch 1/10... Discriminator Loss: 0.7233... Generator Loss: 1.2720
Epoch 1/10... Discriminator Loss: 0.3501... Generator Loss: 8.1631
Epoch 1/10... Discriminator Loss: 0.7014... Generator Loss: 1.3913
Epoch 1/10... Discriminator Loss: 0.4659... Generator Loss: 2.5561
Epoch 1/10... Discriminator Loss: 0.3562... Generator Loss: 8.2128
Epoch 1/10... Discriminator Loss: 0.7604... Generator Loss: 1.1921
Epoch 1/10... Discriminator Loss: 0.3709... Generator Loss: 4.5462
Epoch 1/10... Discriminator Loss: 0.3439... Generator Loss: 5.5327
Epoch 1/10... Discriminator Loss: 0.3660... Generator Loss: 4.2713
Epoch 1/10... Discriminator Loss: 0.5145... Generator Loss: 6.2706
Epoch 1/10... Discriminator Loss: 0.5605... Generator Loss: 1.8915
Epoch 1/10... Discriminator Loss: 0.3457... Generator Loss: 5.2823
Epoch 1/10... Discriminator Loss: 0.4213... Generator Loss: 3.9683
Epoch 1/10... Discriminator Loss: 0.3410... Generator Loss: 9.3334
Epoch 1/10... Discriminator Loss: 0.7036... Generator Loss: 1.4801
Epoch 1/10... Discriminator Loss: 0.3909... Generator Loss: 15.1556
Epoch 1/10... Discriminator Loss: 0.4938... Generator Loss: 2.1526
Epoch 1/10... Discriminator Loss: 0.3975... Generator Loss: 8.0663
Epoch 1/10... Discriminator Loss: 0.4479... Generator Loss: 6.0001
Epoch 1/10... Discriminator Loss: 0.4311... Generator Loss: 3.4961
Epoch 1/10... Discriminator Loss: 0.3457... Generator Loss: 5.1731
Epoch 1/10... Discriminator Loss: 0.4017... Generator Loss: 2.9236
Epoch 1/10... Discriminator Loss: 0.3442... Generator Loss: 7.0963
Epoch 1/10... Discriminator Loss: 0.3523... Generator Loss: 10.4865
Epoch 1/10... Discriminator Loss: 0.3392... Generator Loss: 5.8809
Epoch 1/10... Discriminator Loss: 0.3406... Generator Loss: 5.8651
Epoch 1/10... Discriminator Loss: 0.4986... Generator Loss: 13.1938
Epoch 1/10... Discriminator Loss: 0.3639... Generator Loss: 9.5240
Epoch 1/10... Discriminator Loss: 0.3787... Generator Loss: 3.4748
Epoch 1/10... Discriminator Loss: 0.3345... Generator Loss: 7.6572
Epoch 1/10... Discriminator Loss: 0.3581... Generator Loss: 7.7701
Epoch 1/10... Discriminator Loss: 0.3346... Generator Loss: 8.8941
Epoch 1/10... Discriminator Loss: 0.3749... Generator Loss: 6.7752
Epoch 1/10... Discriminator Loss: 0.3331... Generator Loss: 7.2550
Epoch 1/10... Discriminator Loss: 0.7150... Generator Loss: 7.0250
Epoch 1/10... Discriminator Loss: 0.5054... Generator Loss: 2.1173
Epoch 1/10... Discriminator Loss: 0.3605... Generator Loss: 7.7748
Epoch 1/10... Discriminator Loss: 0.4526... Generator Loss: 2.5027
Epoch 1/10... Discriminator Loss: 0.3470... Generator Loss: 4.5079
Epoch 1/10... Discriminator Loss: 0.3516... Generator Loss: 5.1640
Epoch 1/10... Discriminator Loss: 0.5585... Generator Loss: 2.7489
Epoch 1/10... Discriminator Loss: 0.3839... Generator Loss: 8.5543
Epoch 1/10... Discriminator Loss: 0.3462... Generator Loss: 6.2899
Epoch 1/10... Discriminator Loss: 0.4029... Generator Loss: 3.5114
Epoch 1/10... Discriminator Loss: 0.6851... Generator Loss: 1.4758
Epoch 1/10... Discriminator Loss: 0.3400... Generator Loss: 9.6467
Epoch 1/10... Discriminator Loss: 0.3370... Generator Loss: 9.5866
Epoch 1/10... Discriminator Loss: 1.3545... Generator Loss: 0.5264
Epoch 1/10... Discriminator Loss: 0.5330... Generator Loss: 2.8487
Epoch 1/10... Discriminator Loss: 0.6436... Generator Loss: 3.8471
Epoch 1/10... Discriminator Loss: 0.4232... Generator Loss: 7.5737
Epoch 1/10... Discriminator Loss: 0.4316... Generator Loss: 2.9080
Epoch 1/10... Discriminator Loss: 0.3817... Generator Loss: 3.9267
Epoch 1/10... Discriminator Loss: 0.5172... Generator Loss: 2.0420
Epoch 1/10... Discriminator Loss: 0.9858... Generator Loss: 1.3002
Epoch 1/10... Discriminator Loss: 0.4620... Generator Loss: 2.7016
Epoch 1/10... Discriminator Loss: 0.6957... Generator Loss: 1.3869
Epoch 1/10... Discriminator Loss: 0.3855... Generator Loss: 3.9025
Epoch 1/10... Discriminator Loss: 0.4690... Generator Loss: 6.5332
Epoch 1/10... Discriminator Loss: 0.4037... Generator Loss: 5.0600
Epoch 1/10... Discriminator Loss: 0.3517... Generator Loss: 8.0931
Epoch 1/10... Discriminator Loss: 0.8132... Generator Loss: 1.1042
Epoch 1/10... Discriminator Loss: 0.3574... Generator Loss: 5.9803
Epoch 1/10... Discriminator Loss: 0.3765... Generator Loss: 7.8242
Epoch 1/10... Discriminator Loss: 0.3757... Generator Loss: 7.5755
Epoch 1/10... Discriminator Loss: 0.4035... Generator Loss: 10.2342
Epoch 1/10... Discriminator Loss: 0.3599... Generator Loss: 5.0019
Epoch 1/10... Discriminator Loss: 0.9031... Generator Loss: 0.9420
Epoch 1/10... Discriminator Loss: 0.6816... Generator Loss: 4.4285
Epoch 1/10... Discriminator Loss: 0.4030... Generator Loss: 3.6058
Epoch 1/10... Discriminator Loss: 0.3611... Generator Loss: 10.1074
Epoch 1/10... Discriminator Loss: 1.0299... Generator Loss: 4.7752
Epoch 1/10... Discriminator Loss: 0.7310... Generator Loss: 1.2516
Epoch 1/10... Discriminator Loss: 0.3890... Generator Loss: 3.5421
Epoch 1/10... Discriminator Loss: 0.4946... Generator Loss: 11.3729
Epoch 1/10... Discriminator Loss: 0.3700... Generator Loss: 5.0627
Epoch 1/10... Discriminator Loss: 0.3559... Generator Loss: 5.3217
Epoch 1/10... Discriminator Loss: 0.4453... Generator Loss: 3.1294
Epoch 1/10... Discriminator Loss: 0.4479... Generator Loss: 2.6212
Epoch 1/10... Discriminator Loss: 0.3472... Generator Loss: 8.9254
Epoch 1/10... Discriminator Loss: 1.2423... Generator Loss: 0.8119
Epoch 1/10... Discriminator Loss: 0.8944... Generator Loss: 1.1018
Epoch 1/10... Discriminator Loss: 1.5098... Generator Loss: 5.7718
Epoch 1/10... Discriminator Loss: 0.6203... Generator Loss: 9.0080
Epoch 1/10... Discriminator Loss: 0.8930... Generator Loss: 1.1196
Epoch 1/10... Discriminator Loss: 0.3717... Generator Loss: 4.6774
Epoch 1/10... Discriminator Loss: 0.3981... Generator Loss: 5.4522
Epoch 1/10... Discriminator Loss: 0.4018... Generator Loss: 4.4482
Epoch 1/10... Discriminator Loss: 0.5257... Generator Loss: 2.5973
Epoch 1/10... Discriminator Loss: 0.3621... Generator Loss: 6.7573
Epoch 1/10... Discriminator Loss: 0.3668... Generator Loss: 3.8907
Epoch 1/10... Discriminator Loss: 0.3876... Generator Loss: 12.4846
Epoch 1/10... Discriminator Loss: 0.3940... Generator Loss: 3.5282
Epoch 1/10... Discriminator Loss: 0.3397... Generator Loss: 5.5718
Epoch 1/10... Discriminator Loss: 0.3556... Generator Loss: 6.5096
Epoch 1/10... Discriminator Loss: 0.4747... Generator Loss: 4.7829
Epoch 1/10... Discriminator Loss: 0.5263... Generator Loss: 4.1143
Epoch 1/10... Discriminator Loss: 0.3513... Generator Loss: 4.8077
Epoch 1/10... Discriminator Loss: 1.7237... Generator Loss: 0.4173
Epoch 1/10... Discriminator Loss: 0.3870... Generator Loss: 3.8127
Epoch 1/10... Discriminator Loss: 0.3752... Generator Loss: 4.2633
Epoch 1/10... Discriminator Loss: 0.9060... Generator Loss: 9.8543
Epoch 1/10... Discriminator Loss: 0.4344... Generator Loss: 2.6646
Epoch 1/10... Discriminator Loss: 0.3506... Generator Loss: 9.0818
Epoch 1/10... Discriminator Loss: 0.3670... Generator Loss: 4.0177
Epoch 1/10... Discriminator Loss: 0.3433... Generator Loss: 5.3066
Epoch 1/10... Discriminator Loss: 0.3353... Generator Loss: 7.4438
Epoch 1/10... Discriminator Loss: 0.3591... Generator Loss: 9.8820
Epoch 1/10... Discriminator Loss: 0.4544... Generator Loss: 3.4454
Epoch 1/10... Discriminator Loss: 0.5257... Generator Loss: 2.0826
Epoch 1/10... Discriminator Loss: 0.6257... Generator Loss: 2.3753
Epoch 1/10... Discriminator Loss: 0.4041... Generator Loss: 3.1357
Epoch 1/10... Discriminator Loss: 0.3567... Generator Loss: 6.1394
Epoch 1/10... Discriminator Loss: 0.4317... Generator Loss: 5.1104
Epoch 1/10... Discriminator Loss: 0.3760... Generator Loss: 4.0533
Epoch 1/10... Discriminator Loss: 1.3820... Generator Loss: 1.4927
Epoch 1/10... Discriminator Loss: 0.4365... Generator Loss: 5.5962
Epoch 1/10... Discriminator Loss: 0.7630... Generator Loss: 2.4273
Epoch 1/10... Discriminator Loss: 0.4642... Generator Loss: 5.5077
Epoch 1/10... Discriminator Loss: 0.3498... Generator Loss: 5.8501
Epoch 1/10... Discriminator Loss: 0.4149... Generator Loss: 2.8656
Epoch 1/10... Discriminator Loss: 0.3385... Generator Loss: 10.6886
Epoch 1/10... Discriminator Loss: 0.3342... Generator Loss: 6.4721
Epoch 1/10... Discriminator Loss: 1.7016... Generator Loss: 11.3853
Epoch 1/10... Discriminator Loss: 0.3746... Generator Loss: 4.5778
Epoch 1/10... Discriminator Loss: 0.7977... Generator Loss: 1.1353
Epoch 1/10... Discriminator Loss: 0.4290... Generator Loss: 2.6275
Epoch 1/10... Discriminator Loss: 0.3388... Generator Loss: 5.8580
Epoch 1/10... Discriminator Loss: 0.3387... Generator Loss: 10.4736
Epoch 1/10... Discriminator Loss: 0.3373... Generator Loss: 11.7010
Epoch 1/10... Discriminator Loss: 1.5084... Generator Loss: 0.4699
Epoch 1/10... Discriminator Loss: 0.5268... Generator Loss: 2.0708
Epoch 1/10... Discriminator Loss: 0.4158... Generator Loss: 3.0609
Epoch 1/10... Discriminator Loss: 0.3415... Generator Loss: 9.7602
Epoch 1/10... Discriminator Loss: 0.3567... Generator Loss: 4.0687
Epoch 1/10... Discriminator Loss: 0.3631... Generator Loss: 3.6932
Epoch 1/10... Discriminator Loss: 0.3547... Generator Loss: 4.6146
Epoch 1/10... Discriminator Loss: 0.7899... Generator Loss: 2.0328
Epoch 1/10... Discriminator Loss: 0.4176... Generator Loss: 3.8693
Epoch 1/10... Discriminator Loss: 0.3386... Generator Loss: 9.4264
Epoch 1/10... Discriminator Loss: 0.4754... Generator Loss: 2.4136
Epoch 1/10... Discriminator Loss: 0.3397... Generator Loss: 10.0190
Epoch 1/10... Discriminator Loss: 0.5522... Generator Loss: 1.9740
Epoch 1/10... Discriminator Loss: 0.4126... Generator Loss: 9.6231
Epoch 1/10... Discriminator Loss: 0.5946... Generator Loss: 1.7974
Epoch 1/10... Discriminator Loss: 0.3386... Generator Loss: 7.3717
Epoch 1/10... Discriminator Loss: 0.6571... Generator Loss: 1.5168
Epoch 1/10... Discriminator Loss: 0.6018... Generator Loss: 1.5773
Epoch 1/10... Discriminator Loss: 0.3589... Generator Loss: 12.7613
Epoch 1/10... Discriminator Loss: 0.4034... Generator Loss: 3.5042
Epoch 1/10... Discriminator Loss: 0.3636... Generator Loss: 4.3661
Epoch 1/10... Discriminator Loss: 0.4286... Generator Loss: 2.9363
Epoch 1/10... Discriminator Loss: 0.4226... Generator Loss: 5.7755
Epoch 1/10... Discriminator Loss: 0.3497... Generator Loss: 11.3382
Epoch 1/10... Discriminator Loss: 0.7532... Generator Loss: 7.0891
Epoch 1/10... Discriminator Loss: 1.0479... Generator Loss: 0.7378
Epoch 1/10... Discriminator Loss: 0.8149... Generator Loss: 1.1190
Epoch 1/10... Discriminator Loss: 0.3537... Generator Loss: 7.2547
Epoch 1/10... Discriminator Loss: 0.3391... Generator Loss: 6.6362
Epoch 1/10... Discriminator Loss: 0.4169... Generator Loss: 11.8067
Epoch 1/10... Discriminator Loss: 0.3370... Generator Loss: 11.3170
Epoch 1/10... Discriminator Loss: 0.3342... Generator Loss: 6.4788
Epoch 1/10... Discriminator Loss: 0.3599... Generator Loss: 8.0267
Epoch 1/10... Discriminator Loss: 0.3560... Generator Loss: 6.0058
Epoch 1/10... Discriminator Loss: 0.3326... Generator Loss: 12.8147
Epoch 1/10... Discriminator Loss: 0.3762... Generator Loss: 4.0230
Epoch 1/10... Discriminator Loss: 0.3354... Generator Loss: 12.6527
Epoch 1/10... Discriminator Loss: 0.3818... Generator Loss: 3.3635
Epoch 1/10... Discriminator Loss: 0.3532... Generator Loss: 4.3789
Epoch 1/10... Discriminator Loss: 0.3285... Generator Loss: 13.9270
Epoch 1/10... Discriminator Loss: 0.3317... Generator Loss: 10.5623
Epoch 1/10... Discriminator Loss: 0.3283... Generator Loss: 12.3251
Epoch 1/10... Discriminator Loss: 0.5244... Generator Loss: 1.8222
Epoch 1/10... Discriminator Loss: 0.3409... Generator Loss: 8.0612
Epoch 1/10... Discriminator Loss: 0.3532... Generator Loss: 6.4519
Epoch 1/10... Discriminator Loss: 0.3893... Generator Loss: 11.3945
Epoch 1/10... Discriminator Loss: 0.3323... Generator Loss: 6.5999
Epoch 1/10... Discriminator Loss: 0.3355... Generator Loss: 6.0390
Epoch 1/10... Discriminator Loss: 0.3310... Generator Loss: 7.3032
Epoch 1/10... Discriminator Loss: 0.3602... Generator Loss: 4.1095
Epoch 1/10... Discriminator Loss: 0.3285... Generator Loss: 10.3823
Epoch 1/10... Discriminator Loss: 0.3565... Generator Loss: 5.6272
Epoch 1/10... Discriminator Loss: 0.3788... Generator Loss: 6.5855
Epoch 1/10... Discriminator Loss: 0.3466... Generator Loss: 10.1233
Epoch 1/10... Discriminator Loss: 0.6287... Generator Loss: 1.9627
Epoch 1/10... Discriminator Loss: 1.0398... Generator Loss: 0.8786
Epoch 1/10... Discriminator Loss: 0.4698... Generator Loss: 3.9487
Epoch 1/10... Discriminator Loss: 0.8219... Generator Loss: 3.4574
Epoch 1/10... Discriminator Loss: 0.4716... Generator Loss: 2.9079
Epoch 1/10... Discriminator Loss: 0.3675... Generator Loss: 4.2120
Epoch 1/10... Discriminator Loss: 0.3961... Generator Loss: 3.0508
Epoch 1/10... Discriminator Loss: 0.3445... Generator Loss: 11.6922
Epoch 1/10... Discriminator Loss: 2.4756... Generator Loss: 0.2434
Epoch 1/10... Discriminator Loss: 0.4608... Generator Loss: 2.8263
Epoch 1/10... Discriminator Loss: 2.1091... Generator Loss: 0.2309
Epoch 1/10... Discriminator Loss: 0.4827... Generator Loss: 4.8518
Epoch 1/10... Discriminator Loss: 0.4022... Generator Loss: 3.2576
Epoch 1/10... Discriminator Loss: 0.5861... Generator Loss: 3.1223
Epoch 1/10... Discriminator Loss: 0.3494... Generator Loss: 6.2394
Epoch 1/10... Discriminator Loss: 0.3441... Generator Loss: 5.5204
Epoch 1/10... Discriminator Loss: 0.4359... Generator Loss: 2.7517
Epoch 1/10... Discriminator Loss: 0.3563... Generator Loss: 6.3863
Epoch 1/10... Discriminator Loss: 0.3451... Generator Loss: 9.9761
Epoch 1/10... Discriminator Loss: 0.3412... Generator Loss: 11.0710
Epoch 1/10... Discriminator Loss: 0.3370... Generator Loss: 7.6059
Epoch 1/10... Discriminator Loss: 0.3328... Generator Loss: 11.9677
Epoch 1/10... Discriminator Loss: 0.4993... Generator Loss: 2.0702
Epoch 1/10... Discriminator Loss: 0.3324... Generator Loss: 11.0340
Epoch 1/10... Discriminator Loss: 0.3383... Generator Loss: 10.0769
Epoch 1/10... Discriminator Loss: 0.3308... Generator Loss: 10.6792
Epoch 1/10... Discriminator Loss: 0.3328... Generator Loss: 8.8319
Epoch 1/10... Discriminator Loss: 0.3309... Generator Loss: 10.0374
Epoch 1/10... Discriminator Loss: 0.3343... Generator Loss: 5.3918
Epoch 1/10... Discriminator Loss: 0.6731... Generator Loss: 7.0766
Epoch 1/10... Discriminator Loss: 0.3411... Generator Loss: 8.8963
Epoch 1/10... Discriminator Loss: 0.3538... Generator Loss: 4.0964
Epoch 1/10... Discriminator Loss: 0.3316... Generator Loss: 6.0515
Epoch 1/10... Discriminator Loss: 0.3302... Generator Loss: 8.0656
Epoch 1/10... Discriminator Loss: 0.3452... Generator Loss: 4.3282
Epoch 1/10... Discriminator Loss: 0.3490... Generator Loss: 5.2054
Epoch 1/10... Discriminator Loss: 0.3303... Generator Loss: 10.5466
Epoch 1/10... Discriminator Loss: 0.3279... Generator Loss: 9.5803
Epoch 1/10... Discriminator Loss: 0.3513... Generator Loss: 9.1634
Epoch 1/10... Discriminator Loss: 0.3530... Generator Loss: 10.5347
Epoch 1/10... Discriminator Loss: 0.3345... Generator Loss: 5.6644
Epoch 1/10... Discriminator Loss: 0.3315... Generator Loss: 6.0069
Epoch 1/10... Discriminator Loss: 0.3280... Generator Loss: 8.5825
Epoch 1/10... Discriminator Loss: 0.3439... Generator Loss: 10.0175
Epoch 1/10... Discriminator Loss: 0.3293... Generator Loss: 8.8123
Epoch 1/10... Discriminator Loss: 0.3278... Generator Loss: 9.4613
Epoch 1/10... Discriminator Loss: 0.3332... Generator Loss: 6.1851
Epoch 1/10... Discriminator Loss: 0.3274... Generator Loss: 8.6948
Epoch 1/10... Discriminator Loss: 0.3277... Generator Loss: 10.2839
Epoch 1/10... Discriminator Loss: 0.3295... Generator Loss: 7.7981
Epoch 1/10... Discriminator Loss: 0.3322... Generator Loss: 6.5065
Epoch 1/10... Discriminator Loss: 0.3309... Generator Loss: 6.4275
Epoch 1/10... Discriminator Loss: 0.9364... Generator Loss: 1.4342
Epoch 1/10... Discriminator Loss: 0.4997... Generator Loss: 2.3839
Epoch 1/10... Discriminator Loss: 0.3649... Generator Loss: 7.3285
Epoch 1/10... Discriminator Loss: 0.4390... Generator Loss: 4.0062
Epoch 1/10... Discriminator Loss: 0.3663... Generator Loss: 5.0987
Epoch 1/10... Discriminator Loss: 0.3586... Generator Loss: 4.7788
Epoch 1/10... Discriminator Loss: 0.5629... Generator Loss: 1.9147
Epoch 1/10... Discriminator Loss: 0.3643... Generator Loss: 6.6720
Epoch 1/10... Discriminator Loss: 0.3598... Generator Loss: 5.1045
Epoch 1/10... Discriminator Loss: 0.4002... Generator Loss: 3.0393
Epoch 1/10... Discriminator Loss: 1.3516... Generator Loss: 0.7518
Epoch 1/10... Discriminator Loss: 0.5821... Generator Loss: 2.6876
Epoch 1/10... Discriminator Loss: 0.5414... Generator Loss: 2.6225
Epoch 1/10... Discriminator Loss: 0.5851... Generator Loss: 2.1509
Epoch 1/10... Discriminator Loss: 0.4413... Generator Loss: 2.6128
Epoch 1/10... Discriminator Loss: 0.9304... Generator Loss: 0.8945
Epoch 1/10... Discriminator Loss: 0.4074... Generator Loss: 6.7159
Epoch 1/10... Discriminator Loss: 0.3768... Generator Loss: 8.1742
Epoch 1/10... Discriminator Loss: 0.3378... Generator Loss: 7.6972
Epoch 1/10... Discriminator Loss: 0.4654... Generator Loss: 2.3612
Epoch 1/10... Discriminator Loss: 0.4058... Generator Loss: 3.0803
Epoch 1/10... Discriminator Loss: 0.6048... Generator Loss: 1.7303
Epoch 1/10... Discriminator Loss: 0.6549... Generator Loss: 5.8643
Epoch 1/10... Discriminator Loss: 0.6952... Generator Loss: 1.3361
Epoch 1/10... Discriminator Loss: 0.3338... Generator Loss: 8.0272
Epoch 1/10... Discriminator Loss: 0.3347... Generator Loss: 8.1007
Epoch 1/10... Discriminator Loss: 0.3473... Generator Loss: 5.3781
Epoch 1/10... Discriminator Loss: 0.3538... Generator Loss: 9.8832
Epoch 1/10... Discriminator Loss: 0.4658... Generator Loss: 2.2754
Epoch 1/10... Discriminator Loss: 0.3403... Generator Loss: 7.1307
Epoch 1/10... Discriminator Loss: 1.9314... Generator Loss: 3.4487
Epoch 1/10... Discriminator Loss: 0.4522... Generator Loss: 6.4072
Epoch 1/10... Discriminator Loss: 0.3353... Generator Loss: 8.7524
Epoch 1/10... Discriminator Loss: 0.4108... Generator Loss: 3.1110
Epoch 1/10... Discriminator Loss: 0.3380... Generator Loss: 8.9299
Epoch 1/10... Discriminator Loss: 0.4150... Generator Loss: 2.6071
Epoch 1/10... Discriminator Loss: 0.8701... Generator Loss: 3.0493
Epoch 1/10... Discriminator Loss: 0.6790... Generator Loss: 2.8452
Epoch 1/10... Discriminator Loss: 0.3559... Generator Loss: 5.0677
Epoch 1/10... Discriminator Loss: 0.3502... Generator Loss: 8.2911
Epoch 1/10... Discriminator Loss: 1.0199... Generator Loss: 0.8363
Epoch 1/10... Discriminator Loss: 0.3611... Generator Loss: 4.5669
Epoch 2/10... Discriminator Loss: 0.7699... Generator Loss: 1.1429
Epoch 2/10... Discriminator Loss: 0.3610... Generator Loss: 3.8472
Epoch 2/10... Discriminator Loss: 0.3395... Generator Loss: 8.3734
Epoch 2/10... Discriminator Loss: 0.3408... Generator Loss: 9.2590
Epoch 2/10... Discriminator Loss: 0.3352... Generator Loss: 7.9094
Epoch 2/10... Discriminator Loss: 0.3391... Generator Loss: 9.4424
Epoch 2/10... Discriminator Loss: 0.3329... Generator Loss: 7.7564
Epoch 2/10... Discriminator Loss: 0.3339... Generator Loss: 5.4557
Epoch 2/10... Discriminator Loss: 1.4761... Generator Loss: 0.4430
Epoch 2/10... Discriminator Loss: 0.3508... Generator Loss: 5.4516
Epoch 2/10... Discriminator Loss: 0.3610... Generator Loss: 3.8927
Epoch 2/10... Discriminator Loss: 0.3442... Generator Loss: 4.6977
Epoch 2/10... Discriminator Loss: 1.7338... Generator Loss: 6.2169
Epoch 2/10... Discriminator Loss: 0.3404... Generator Loss: 7.4382
Epoch 2/10... Discriminator Loss: 0.7387... Generator Loss: 7.9390
Epoch 2/10... Discriminator Loss: 0.3312... Generator Loss: 7.4555
Epoch 2/10... Discriminator Loss: 0.3295... Generator Loss: 8.3182
Epoch 2/10... Discriminator Loss: 0.3321... Generator Loss: 8.8168
Epoch 2/10... Discriminator Loss: 0.3353... Generator Loss: 6.5664
Epoch 2/10... Discriminator Loss: 0.3299... Generator Loss: 7.6875
Epoch 2/10... Discriminator Loss: 0.3288... Generator Loss: 6.9841
Epoch 2/10... Discriminator Loss: 0.3377... Generator Loss: 8.9377
Epoch 2/10... Discriminator Loss: 0.3305... Generator Loss: 9.5908
Epoch 2/10... Discriminator Loss: 0.3312... Generator Loss: 6.7548
Epoch 2/10... Discriminator Loss: 0.3332... Generator Loss: 6.3550
Epoch 2/10... Discriminator Loss: 0.3311... Generator Loss: 7.0426
Epoch 2/10... Discriminator Loss: 0.3435... Generator Loss: 7.6113
Epoch 2/10... Discriminator Loss: 0.3283... Generator Loss: 8.1271
Epoch 2/10... Discriminator Loss: 0.3270... Generator Loss: 9.2086
Epoch 2/10... Discriminator Loss: 0.3280... Generator Loss: 8.8225
Epoch 2/10... Discriminator Loss: 0.3508... Generator Loss: 3.8982
Epoch 2/10... Discriminator Loss: 0.3326... Generator Loss: 5.4965
Epoch 2/10... Discriminator Loss: 0.3302... Generator Loss: 9.4910
Epoch 2/10... Discriminator Loss: 0.3319... Generator Loss: 7.5512
Epoch 2/10... Discriminator Loss: 0.3409... Generator Loss: 6.2652
Epoch 2/10... Discriminator Loss: 0.3330... Generator Loss: 7.6297
Epoch 2/10... Discriminator Loss: 0.3290... Generator Loss: 8.6372
Epoch 2/10... Discriminator Loss: 0.3284... Generator Loss: 8.2379
Epoch 2/10... Discriminator Loss: 0.3301... Generator Loss: 6.3843
Epoch 2/10... Discriminator Loss: 0.3419... Generator Loss: 5.2720
Epoch 2/10... Discriminator Loss: 0.3285... Generator Loss: 8.6557
Epoch 2/10... Discriminator Loss: 0.3290... Generator Loss: 6.7028
Epoch 2/10... Discriminator Loss: 0.3275... Generator Loss: 8.4892
Epoch 2/10... Discriminator Loss: 0.4277... Generator Loss: 2.4239
Epoch 2/10... Discriminator Loss: 0.3335... Generator Loss: 6.2560
Epoch 2/10... Discriminator Loss: 0.3267... Generator Loss: 9.5344
Epoch 2/10... Discriminator Loss: 0.3290... Generator Loss: 6.1065
Epoch 2/10... Discriminator Loss: 0.3271... Generator Loss: 7.0578
Epoch 2/10... Discriminator Loss: 0.3281... Generator Loss: 6.7030
Epoch 2/10... Discriminator Loss: 0.3292... Generator Loss: 6.3658
Epoch 2/10... Discriminator Loss: 0.3273... Generator Loss: 7.4468
Epoch 2/10... Discriminator Loss: 0.3300... Generator Loss: 10.7337
Epoch 2/10... Discriminator Loss: 0.3266... Generator Loss: 8.5054
Epoch 2/10... Discriminator Loss: 0.3268... Generator Loss: 7.2518
Epoch 2/10... Discriminator Loss: 0.3276... Generator Loss: 10.3889
Epoch 2/10... Discriminator Loss: 0.3276... Generator Loss: 12.2388
Epoch 2/10... Discriminator Loss: 0.3266... Generator Loss: 8.5718
Epoch 2/10... Discriminator Loss: 0.3270... Generator Loss: 10.6878
Epoch 2/10... Discriminator Loss: 0.5413... Generator Loss: 1.7395
Epoch 2/10... Discriminator Loss: 0.3269... Generator Loss: 11.3939
Epoch 2/10... Discriminator Loss: 0.3270... Generator Loss: 7.9864
Epoch 2/10... Discriminator Loss: 0.3276... Generator Loss: 9.8750
Epoch 2/10... Discriminator Loss: 0.3320... Generator Loss: 6.4783
Epoch 2/10... Discriminator Loss: 0.4181... Generator Loss: 4.0302
Epoch 2/10... Discriminator Loss: 1.6013... Generator Loss: 0.5826
Epoch 2/10... Discriminator Loss: 0.4276... Generator Loss: 3.7691
Epoch 2/10... Discriminator Loss: 0.6957... Generator Loss: 5.7872
Epoch 2/10... Discriminator Loss: 0.4164... Generator Loss: 3.4420
Epoch 2/10... Discriminator Loss: 0.4127... Generator Loss: 3.3281
Epoch 2/10... Discriminator Loss: 0.4549... Generator Loss: 2.6766
Epoch 2/10... Discriminator Loss: 0.6785... Generator Loss: 1.5753
Epoch 2/10... Discriminator Loss: 0.8099... Generator Loss: 1.3302
Epoch 2/10... Discriminator Loss: 0.7506... Generator Loss: 1.3611
Epoch 2/10... Discriminator Loss: 0.3653... Generator Loss: 4.5358
Epoch 2/10... Discriminator Loss: 0.3693... Generator Loss: 4.2517
Epoch 2/10... Discriminator Loss: 0.3468... Generator Loss: 7.3065
Epoch 2/10... Discriminator Loss: 0.7701... Generator Loss: 1.1524
Epoch 2/10... Discriminator Loss: 0.4984... Generator Loss: 6.4506
Epoch 2/10... Discriminator Loss: 1.3735... Generator Loss: 0.5213
Epoch 2/10... Discriminator Loss: 0.4066... Generator Loss: 2.9941
Epoch 2/10... Discriminator Loss: 1.7013... Generator Loss: 4.4990
Epoch 2/10... Discriminator Loss: 0.6530... Generator Loss: 1.5714
Epoch 2/10... Discriminator Loss: 0.8359... Generator Loss: 1.1465
Epoch 2/10... Discriminator Loss: 0.5006... Generator Loss: 2.2399
Epoch 2/10... Discriminator Loss: 0.3404... Generator Loss: 4.9988
Epoch 2/10... Discriminator Loss: 0.7243... Generator Loss: 1.1855
Epoch 2/10... Discriminator Loss: 0.3821... Generator Loss: 3.1878
Epoch 2/10... Discriminator Loss: 0.3322... Generator Loss: 8.2106
Epoch 2/10... Discriminator Loss: 0.8232... Generator Loss: 1.0118
Epoch 2/10... Discriminator Loss: 1.1388... Generator Loss: 6.2510
Epoch 2/10... Discriminator Loss: 0.3896... Generator Loss: 3.8196
Epoch 2/10... Discriminator Loss: 0.5374... Generator Loss: 1.8188
Epoch 2/10... Discriminator Loss: 0.8977... Generator Loss: 1.0841
Epoch 2/10... Discriminator Loss: 0.5748... Generator Loss: 1.8535
Epoch 2/10... Discriminator Loss: 0.3836... Generator Loss: 3.2810
Epoch 2/10... Discriminator Loss: 0.7385... Generator Loss: 1.3749
Epoch 2/10... Discriminator Loss: 0.3326... Generator Loss: 7.6082
Epoch 2/10... Discriminator Loss: 0.3881... Generator Loss: 3.1856
Epoch 2/10... Discriminator Loss: 0.3310... Generator Loss: 7.7867
Epoch 2/10... Discriminator Loss: 0.3342... Generator Loss: 6.2275
Epoch 2/10... Discriminator Loss: 0.3328... Generator Loss: 8.1531
Epoch 2/10... Discriminator Loss: 0.3455... Generator Loss: 4.5953
Epoch 2/10... Discriminator Loss: 0.5709... Generator Loss: 10.0418
Epoch 2/10... Discriminator Loss: 0.5453... Generator Loss: 4.1289
Epoch 2/10... Discriminator Loss: 0.6512... Generator Loss: 1.7374
Epoch 2/10... Discriminator Loss: 0.6956... Generator Loss: 1.5246
Epoch 2/10... Discriminator Loss: 0.3861... Generator Loss: 3.5869
Epoch 2/10... Discriminator Loss: 0.3652... Generator Loss: 4.1767
Epoch 2/10... Discriminator Loss: 0.4229... Generator Loss: 5.6802
Epoch 2/10... Discriminator Loss: 0.3828... Generator Loss: 6.6550
Epoch 2/10... Discriminator Loss: 0.3432... Generator Loss: 4.9746
Epoch 2/10... Discriminator Loss: 0.5044... Generator Loss: 2.3660
Epoch 2/10... Discriminator Loss: 0.3322... Generator Loss: 8.8242
Epoch 2/10... Discriminator Loss: 0.3354... Generator Loss: 5.9209
Epoch 2/10... Discriminator Loss: 0.8776... Generator Loss: 1.5439
Epoch 2/10... Discriminator Loss: 0.4819... Generator Loss: 2.3279
Epoch 2/10... Discriminator Loss: 0.3878... Generator Loss: 3.6639
Epoch 2/10... Discriminator Loss: 0.8323... Generator Loss: 1.1057
Epoch 2/10... Discriminator Loss: 2.1667... Generator Loss: 4.7972
Epoch 2/10... Discriminator Loss: 0.3741... Generator Loss: 4.1811
Epoch 2/10... Discriminator Loss: 0.9004... Generator Loss: 8.4066
Epoch 2/10... Discriminator Loss: 0.3381... Generator Loss: 6.5726
Epoch 2/10... Discriminator Loss: 0.6812... Generator Loss: 1.5052
Epoch 2/10... Discriminator Loss: 0.7657... Generator Loss: 3.8977
Epoch 2/10... Discriminator Loss: 0.3406... Generator Loss: 8.8775
Epoch 2/10... Discriminator Loss: 0.3713... Generator Loss: 6.5260
Epoch 2/10... Discriminator Loss: 0.3376... Generator Loss: 8.8983
Epoch 2/10... Discriminator Loss: 0.3367... Generator Loss: 6.3456
Epoch 2/10... Discriminator Loss: 0.3397... Generator Loss: 7.0938
Epoch 2/10... Discriminator Loss: 0.3316... Generator Loss: 6.6850
Epoch 2/10... Discriminator Loss: 0.3331... Generator Loss: 8.9281
Epoch 2/10... Discriminator Loss: 1.5296... Generator Loss: 3.9252
Epoch 2/10... Discriminator Loss: 0.3449... Generator Loss: 7.0323
Epoch 2/10... Discriminator Loss: 0.4289... Generator Loss: 2.5799
Epoch 2/10... Discriminator Loss: 0.3481... Generator Loss: 7.9439
Epoch 2/10... Discriminator Loss: 0.3382... Generator Loss: 6.5357
Epoch 2/10... Discriminator Loss: 1.0140... Generator Loss: 0.8683
Epoch 2/10... Discriminator Loss: 0.3458... Generator Loss: 10.6223
Epoch 2/10... Discriminator Loss: 0.3363... Generator Loss: 8.6131
Epoch 2/10... Discriminator Loss: 0.3407... Generator Loss: 8.0503
Epoch 2/10... Discriminator Loss: 0.3384... Generator Loss: 5.1644
Epoch 2/10... Discriminator Loss: 0.7860... Generator Loss: 1.3407
Epoch 2/10... Discriminator Loss: 0.3464... Generator Loss: 6.4237
Epoch 2/10... Discriminator Loss: 0.6382... Generator Loss: 1.9980
Epoch 2/10... Discriminator Loss: 0.5607... Generator Loss: 1.9209
Epoch 2/10... Discriminator Loss: 0.4159... Generator Loss: 4.8440
Epoch 2/10... Discriminator Loss: 0.3672... Generator Loss: 4.5958
Epoch 2/10... Discriminator Loss: 0.6383... Generator Loss: 1.5190
Epoch 2/10... Discriminator Loss: 0.5328... Generator Loss: 5.6580
Epoch 2/10... Discriminator Loss: 0.6579... Generator Loss: 1.4942
Epoch 2/10... Discriminator Loss: 0.3829... Generator Loss: 5.7030
Epoch 2/10... Discriminator Loss: 0.3386... Generator Loss: 6.0274
Epoch 2/10... Discriminator Loss: 0.5638... Generator Loss: 1.8775
Epoch 2/10... Discriminator Loss: 0.3558... Generator Loss: 5.7628
Epoch 2/10... Discriminator Loss: 0.3402... Generator Loss: 5.7245
Epoch 2/10... Discriminator Loss: 0.7934... Generator Loss: 1.7028
Epoch 2/10... Discriminator Loss: 0.3688... Generator Loss: 5.2843
Epoch 2/10... Discriminator Loss: 0.3510... Generator Loss: 4.4627
Epoch 2/10... Discriminator Loss: 0.8115... Generator Loss: 1.1864
Epoch 2/10... Discriminator Loss: 0.5723... Generator Loss: 1.9396
Epoch 2/10... Discriminator Loss: 1.0698... Generator Loss: 3.7467
Epoch 2/10... Discriminator Loss: 0.4128... Generator Loss: 3.3933
Epoch 2/10... Discriminator Loss: 1.6101... Generator Loss: 0.4270
Epoch 2/10... Discriminator Loss: 0.4894... Generator Loss: 4.3287
Epoch 2/10... Discriminator Loss: 0.5029... Generator Loss: 2.4420
Epoch 2/10... Discriminator Loss: 0.3504... Generator Loss: 7.4534
Epoch 2/10... Discriminator Loss: 0.3807... Generator Loss: 3.3674
Epoch 2/10... Discriminator Loss: 1.8544... Generator Loss: 0.3156
Epoch 2/10... Discriminator Loss: 0.3960... Generator Loss: 3.2461
Epoch 2/10... Discriminator Loss: 1.1063... Generator Loss: 7.4912
Epoch 2/10... Discriminator Loss: 1.1629... Generator Loss: 0.7334
Epoch 2/10... Discriminator Loss: 0.3941... Generator Loss: 3.1572
Epoch 2/10... Discriminator Loss: 0.3389... Generator Loss: 7.4244
Epoch 2/10... Discriminator Loss: 0.3652... Generator Loss: 7.5147
Epoch 2/10... Discriminator Loss: 0.3460... Generator Loss: 4.6212
Epoch 2/10... Discriminator Loss: 0.9884... Generator Loss: 0.8018
Epoch 2/10... Discriminator Loss: 0.6346... Generator Loss: 1.5396
Epoch 2/10... Discriminator Loss: 0.4132... Generator Loss: 2.9213
Epoch 2/10... Discriminator Loss: 2.1569... Generator Loss: 3.3502
Epoch 2/10... Discriminator Loss: 0.6860... Generator Loss: 1.4126
Epoch 2/10... Discriminator Loss: 1.2239... Generator Loss: 3.1314
Epoch 2/10... Discriminator Loss: 0.4662... Generator Loss: 4.6023
Epoch 2/10... Discriminator Loss: 0.3949... Generator Loss: 3.5637
Epoch 2/10... Discriminator Loss: 0.9484... Generator Loss: 0.9686
Epoch 2/10... Discriminator Loss: 0.4913... Generator Loss: 2.4911
Epoch 2/10... Discriminator Loss: 0.5231... Generator Loss: 3.3257
Epoch 2/10... Discriminator Loss: 1.4518... Generator Loss: 0.4970
Epoch 2/10... Discriminator Loss: 0.4441... Generator Loss: 2.7251
Epoch 2/10... Discriminator Loss: 0.4214... Generator Loss: 2.8273
Epoch 2/10... Discriminator Loss: 2.1933... Generator Loss: 5.7252
Epoch 2/10... Discriminator Loss: 0.3715... Generator Loss: 3.6853
Epoch 2/10... Discriminator Loss: 0.3688... Generator Loss: 5.1132
Epoch 2/10... Discriminator Loss: 0.4633... Generator Loss: 3.3337
Epoch 2/10... Discriminator Loss: 0.5121... Generator Loss: 2.3183
Epoch 2/10... Discriminator Loss: 0.7613... Generator Loss: 1.4896
Epoch 2/10... Discriminator Loss: 0.8921... Generator Loss: 4.6804
Epoch 2/10... Discriminator Loss: 0.3492... Generator Loss: 6.9701
Epoch 2/10... Discriminator Loss: 0.4456... Generator Loss: 8.2609
Epoch 2/10... Discriminator Loss: 0.9809... Generator Loss: 0.9193
Epoch 2/10... Discriminator Loss: 1.1656... Generator Loss: 0.7588
Epoch 2/10... Discriminator Loss: 0.3451... Generator Loss: 7.6445
Epoch 2/10... Discriminator Loss: 0.3362... Generator Loss: 6.7625
Epoch 2/10... Discriminator Loss: 0.3555... Generator Loss: 8.1963
Epoch 2/10... Discriminator Loss: 0.3699... Generator Loss: 3.5940
Epoch 2/10... Discriminator Loss: 0.3385... Generator Loss: 8.4463
Epoch 2/10... Discriminator Loss: 0.3563... Generator Loss: 5.8362
Epoch 2/10... Discriminator Loss: 0.3881... Generator Loss: 4.1253
Epoch 2/10... Discriminator Loss: 0.4532... Generator Loss: 4.1372
Epoch 2/10... Discriminator Loss: 0.7439... Generator Loss: 9.9179
Epoch 2/10... Discriminator Loss: 1.2395... Generator Loss: 0.6272
Epoch 2/10... Discriminator Loss: 0.3531... Generator Loss: 6.0373
Epoch 2/10... Discriminator Loss: 0.6345... Generator Loss: 5.0542
Epoch 2/10... Discriminator Loss: 0.5505... Generator Loss: 1.9292
Epoch 2/10... Discriminator Loss: 0.8049... Generator Loss: 1.2300
Epoch 2/10... Discriminator Loss: 0.8853... Generator Loss: 1.0071
Epoch 2/10... Discriminator Loss: 1.2168... Generator Loss: 0.6918
Epoch 2/10... Discriminator Loss: 0.8294... Generator Loss: 1.1749
Epoch 2/10... Discriminator Loss: 0.3837... Generator Loss: 3.4669
Epoch 2/10... Discriminator Loss: 0.8104... Generator Loss: 1.2594
Epoch 2/10... Discriminator Loss: 0.4702... Generator Loss: 2.3310
Epoch 2/10... Discriminator Loss: 0.7107... Generator Loss: 1.3002
Epoch 2/10... Discriminator Loss: 0.3887... Generator Loss: 3.7642
Epoch 2/10... Discriminator Loss: 0.3915... Generator Loss: 3.4086
Epoch 2/10... Discriminator Loss: 0.7107... Generator Loss: 1.3837
Epoch 2/10... Discriminator Loss: 0.7990... Generator Loss: 1.4044
Epoch 2/10... Discriminator Loss: 0.7302... Generator Loss: 1.3451
Epoch 2/10... Discriminator Loss: 0.5764... Generator Loss: 1.7893
Epoch 2/10... Discriminator Loss: 0.4343... Generator Loss: 2.7407
Epoch 2/10... Discriminator Loss: 0.7510... Generator Loss: 1.3223
Epoch 2/10... Discriminator Loss: 0.5284... Generator Loss: 2.0544
Epoch 2/10... Discriminator Loss: 0.5250... Generator Loss: 2.1058
Epoch 2/10... Discriminator Loss: 0.9283... Generator Loss: 0.9200
Epoch 2/10... Discriminator Loss: 0.3487... Generator Loss: 5.3387
Epoch 2/10... Discriminator Loss: 0.5775... Generator Loss: 1.8721
Epoch 2/10... Discriminator Loss: 0.5482... Generator Loss: 2.1035
Epoch 2/10... Discriminator Loss: 0.9951... Generator Loss: 0.8631
Epoch 2/10... Discriminator Loss: 0.9324... Generator Loss: 3.4984
Epoch 2/10... Discriminator Loss: 0.3613... Generator Loss: 4.1798
Epoch 2/10... Discriminator Loss: 0.6681... Generator Loss: 1.5843
Epoch 2/10... Discriminator Loss: 0.6257... Generator Loss: 1.6349
Epoch 2/10... Discriminator Loss: 0.7159... Generator Loss: 1.3645
Epoch 2/10... Discriminator Loss: 0.8167... Generator Loss: 3.1798
Epoch 2/10... Discriminator Loss: 0.8847... Generator Loss: 1.0072
Epoch 2/10... Discriminator Loss: 0.5138... Generator Loss: 2.6127
Epoch 2/10... Discriminator Loss: 2.9149... Generator Loss: 5.2745
Epoch 2/10... Discriminator Loss: 0.6609... Generator Loss: 1.6113
Epoch 2/10... Discriminator Loss: 0.8571... Generator Loss: 1.0259
Epoch 2/10... Discriminator Loss: 0.7015... Generator Loss: 4.0525
Epoch 2/10... Discriminator Loss: 0.8626... Generator Loss: 1.0164
Epoch 2/10... Discriminator Loss: 0.6258... Generator Loss: 1.6010
Epoch 2/10... Discriminator Loss: 0.6175... Generator Loss: 1.7099
Epoch 2/10... Discriminator Loss: 0.5510... Generator Loss: 2.0766
Epoch 2/10... Discriminator Loss: 0.5610... Generator Loss: 3.6828
Epoch 2/10... Discriminator Loss: 0.5011... Generator Loss: 2.4594
Epoch 2/10... Discriminator Loss: 0.6322... Generator Loss: 1.5393
Epoch 2/10... Discriminator Loss: 0.7721... Generator Loss: 1.3273
Epoch 2/10... Discriminator Loss: 0.4541... Generator Loss: 3.8676
Epoch 2/10... Discriminator Loss: 0.6770... Generator Loss: 1.6054
Epoch 2/10... Discriminator Loss: 0.5860... Generator Loss: 1.8598
Epoch 2/10... Discriminator Loss: 0.6593... Generator Loss: 1.4526
Epoch 2/10... Discriminator Loss: 0.6248... Generator Loss: 1.9661
Epoch 2/10... Discriminator Loss: 0.6128... Generator Loss: 1.9850
Epoch 2/10... Discriminator Loss: 0.9058... Generator Loss: 1.0583
Epoch 2/10... Discriminator Loss: 1.3854... Generator Loss: 0.5977
Epoch 2/10... Discriminator Loss: 0.4443... Generator Loss: 2.6800
Epoch 2/10... Discriminator Loss: 0.5789... Generator Loss: 1.9155
Epoch 2/10... Discriminator Loss: 0.5501... Generator Loss: 1.8973
Epoch 2/10... Discriminator Loss: 0.7693... Generator Loss: 2.2488
Epoch 2/10... Discriminator Loss: 0.4590... Generator Loss: 2.9170
Epoch 2/10... Discriminator Loss: 0.3646... Generator Loss: 4.5370
Epoch 2/10... Discriminator Loss: 0.6783... Generator Loss: 2.0771
Epoch 2/10... Discriminator Loss: 1.2085... Generator Loss: 0.6958
Epoch 2/10... Discriminator Loss: 1.8736... Generator Loss: 0.3706
Epoch 2/10... Discriminator Loss: 0.8282... Generator Loss: 1.0486
Epoch 2/10... Discriminator Loss: 0.5457... Generator Loss: 1.9406
Epoch 2/10... Discriminator Loss: 0.3996... Generator Loss: 4.2702
Epoch 2/10... Discriminator Loss: 0.9422... Generator Loss: 0.9782
Epoch 2/10... Discriminator Loss: 0.3989... Generator Loss: 3.9236
Epoch 2/10... Discriminator Loss: 1.1486... Generator Loss: 0.7287
Epoch 2/10... Discriminator Loss: 0.5753... Generator Loss: 1.8427
Epoch 2/10... Discriminator Loss: 0.7438... Generator Loss: 1.3244
Epoch 2/10... Discriminator Loss: 1.2520... Generator Loss: 0.6297
Epoch 2/10... Discriminator Loss: 0.8719... Generator Loss: 1.1655
Epoch 2/10... Discriminator Loss: 0.6984... Generator Loss: 1.4217
Epoch 2/10... Discriminator Loss: 0.5721... Generator Loss: 2.6254
Epoch 2/10... Discriminator Loss: 0.5486... Generator Loss: 2.1876
Epoch 2/10... Discriminator Loss: 1.0905... Generator Loss: 0.7274
Epoch 2/10... Discriminator Loss: 0.5253... Generator Loss: 2.0043
Epoch 2/10... Discriminator Loss: 1.2128... Generator Loss: 0.7032
Epoch 2/10... Discriminator Loss: 1.2660... Generator Loss: 0.6963
Epoch 2/10... Discriminator Loss: 0.5560... Generator Loss: 1.9146
Epoch 2/10... Discriminator Loss: 0.6372... Generator Loss: 1.6181
Epoch 2/10... Discriminator Loss: 0.7090... Generator Loss: 2.1541
Epoch 2/10... Discriminator Loss: 1.1624... Generator Loss: 0.7388
Epoch 2/10... Discriminator Loss: 0.4618... Generator Loss: 2.6412
Epoch 2/10... Discriminator Loss: 0.6295... Generator Loss: 1.6437
Epoch 2/10... Discriminator Loss: 0.9410... Generator Loss: 4.3962
Epoch 2/10... Discriminator Loss: 1.0739... Generator Loss: 2.5399
Epoch 2/10... Discriminator Loss: 0.8271... Generator Loss: 1.1403
Epoch 2/10... Discriminator Loss: 0.6308... Generator Loss: 1.8067
Epoch 2/10... Discriminator Loss: 0.6828... Generator Loss: 1.4763
Epoch 2/10... Discriminator Loss: 0.8150... Generator Loss: 1.1545
Epoch 2/10... Discriminator Loss: 0.7502... Generator Loss: 1.2480
Epoch 2/10... Discriminator Loss: 0.6834... Generator Loss: 1.5611
Epoch 2/10... Discriminator Loss: 0.8301... Generator Loss: 1.1189
Epoch 2/10... Discriminator Loss: 0.6621... Generator Loss: 1.5087
Epoch 2/10... Discriminator Loss: 0.6846... Generator Loss: 1.4956
Epoch 2/10... Discriminator Loss: 0.6716... Generator Loss: 1.6740
Epoch 2/10... Discriminator Loss: 0.8662... Generator Loss: 0.9925
Epoch 2/10... Discriminator Loss: 0.9162... Generator Loss: 1.0150
Epoch 2/10... Discriminator Loss: 0.8364... Generator Loss: 1.9998
Epoch 2/10... Discriminator Loss: 0.6106... Generator Loss: 1.8476
Epoch 2/10... Discriminator Loss: 1.1492... Generator Loss: 0.7044
Epoch 2/10... Discriminator Loss: 0.7071... Generator Loss: 2.4993
Epoch 2/10... Discriminator Loss: 0.8127... Generator Loss: 1.1962
Epoch 2/10... Discriminator Loss: 0.5978... Generator Loss: 1.7166
Epoch 2/10... Discriminator Loss: 0.7338... Generator Loss: 1.9056
Epoch 3/10... Discriminator Loss: 0.7136... Generator Loss: 2.3198
Epoch 3/10... Discriminator Loss: 0.6546... Generator Loss: 2.1281
Epoch 3/10... Discriminator Loss: 0.5469... Generator Loss: 2.6164
Epoch 3/10... Discriminator Loss: 0.7399... Generator Loss: 1.3897
Epoch 3/10... Discriminator Loss: 0.7705... Generator Loss: 1.1690
Epoch 3/10... Discriminator Loss: 0.6841... Generator Loss: 2.6908
Epoch 3/10... Discriminator Loss: 0.5309... Generator Loss: 2.6614
Epoch 3/10... Discriminator Loss: 0.7003... Generator Loss: 1.4611
Epoch 3/10... Discriminator Loss: 0.6488... Generator Loss: 1.5439
Epoch 3/10... Discriminator Loss: 0.9105... Generator Loss: 1.0988
Epoch 3/10... Discriminator Loss: 0.7508... Generator Loss: 1.2684
Epoch 3/10... Discriminator Loss: 0.6339... Generator Loss: 1.6274
Epoch 3/10... Discriminator Loss: 0.6552... Generator Loss: 1.4911
Epoch 3/10... Discriminator Loss: 1.1678... Generator Loss: 0.7354
Epoch 3/10... Discriminator Loss: 0.8266... Generator Loss: 1.0937
Epoch 3/10... Discriminator Loss: 0.6980... Generator Loss: 1.5632
Epoch 3/10... Discriminator Loss: 1.2477... Generator Loss: 0.5999
Epoch 3/10... Discriminator Loss: 0.6137... Generator Loss: 1.8618
Epoch 3/10... Discriminator Loss: 1.1200... Generator Loss: 0.7220
Epoch 3/10... Discriminator Loss: 0.7049... Generator Loss: 3.0859
Epoch 3/10... Discriminator Loss: 0.6843... Generator Loss: 2.2818
Epoch 3/10... Discriminator Loss: 0.8298... Generator Loss: 1.0972
Epoch 3/10... Discriminator Loss: 1.9314... Generator Loss: 0.3023
Epoch 3/10... Discriminator Loss: 0.6106... Generator Loss: 1.9709
Epoch 3/10... Discriminator Loss: 0.7567... Generator Loss: 1.2858
Epoch 3/10... Discriminator Loss: 1.3101... Generator Loss: 0.6502
Epoch 3/10... Discriminator Loss: 0.7315... Generator Loss: 1.6246
Epoch 3/10... Discriminator Loss: 0.7945... Generator Loss: 1.2182
Epoch 3/10... Discriminator Loss: 0.7971... Generator Loss: 2.1292
Epoch 3/10... Discriminator Loss: 0.8032... Generator Loss: 1.2415
Epoch 3/10... Discriminator Loss: 0.6068... Generator Loss: 2.1328
Epoch 3/10... Discriminator Loss: 0.6969... Generator Loss: 1.4448
Epoch 3/10... Discriminator Loss: 1.4722... Generator Loss: 0.4856
Epoch 3/10... Discriminator Loss: 1.2955... Generator Loss: 0.6628
Epoch 3/10... Discriminator Loss: 0.6650... Generator Loss: 1.5225
Epoch 3/10... Discriminator Loss: 0.7486... Generator Loss: 2.0040
Epoch 3/10... Discriminator Loss: 0.8065... Generator Loss: 1.1759
Epoch 3/10... Discriminator Loss: 0.4599... Generator Loss: 2.5955
Epoch 3/10... Discriminator Loss: 0.6727... Generator Loss: 1.6661
Epoch 3/10... Discriminator Loss: 0.6622... Generator Loss: 2.1535
Epoch 3/10... Discriminator Loss: 0.8109... Generator Loss: 2.0452
Epoch 3/10... Discriminator Loss: 1.6020... Generator Loss: 0.4054
Epoch 3/10... Discriminator Loss: 0.6851... Generator Loss: 1.6745
Epoch 3/10... Discriminator Loss: 0.6896... Generator Loss: 1.6428
Epoch 3/10... Discriminator Loss: 0.6782... Generator Loss: 1.3886
Epoch 3/10... Discriminator Loss: 0.9256... Generator Loss: 0.9700
Epoch 3/10... Discriminator Loss: 0.9697... Generator Loss: 2.7084
Epoch 3/10... Discriminator Loss: 0.6264... Generator Loss: 1.6357
Epoch 3/10... Discriminator Loss: 0.6933... Generator Loss: 1.6197
Epoch 3/10... Discriminator Loss: 0.7127... Generator Loss: 1.3328
Epoch 3/10... Discriminator Loss: 1.3140... Generator Loss: 0.6234
Epoch 3/10... Discriminator Loss: 0.7807... Generator Loss: 1.2909
Epoch 3/10... Discriminator Loss: 0.6313... Generator Loss: 1.7023
Epoch 3/10... Discriminator Loss: 0.7099... Generator Loss: 1.7520
Epoch 3/10... Discriminator Loss: 1.8154... Generator Loss: 0.3798
Epoch 3/10... Discriminator Loss: 0.9312... Generator Loss: 2.1863
Epoch 3/10... Discriminator Loss: 1.2244... Generator Loss: 0.7143
Epoch 3/10... Discriminator Loss: 0.8323... Generator Loss: 1.3744
Epoch 3/10... Discriminator Loss: 1.1188... Generator Loss: 0.7925
Epoch 3/10... Discriminator Loss: 0.9412... Generator Loss: 1.0475
Epoch 3/10... Discriminator Loss: 0.6596... Generator Loss: 1.5962
Epoch 3/10... Discriminator Loss: 0.6838... Generator Loss: 2.1898
Epoch 3/10... Discriminator Loss: 0.8028... Generator Loss: 2.8178
Epoch 3/10... Discriminator Loss: 0.7072... Generator Loss: 1.5794
Epoch 3/10... Discriminator Loss: 0.7143... Generator Loss: 2.2884
Epoch 3/10... Discriminator Loss: 0.7903... Generator Loss: 1.3833
Epoch 3/10... Discriminator Loss: 0.7224... Generator Loss: 1.4712
Epoch 3/10... Discriminator Loss: 0.6767... Generator Loss: 1.4185
Epoch 3/10... Discriminator Loss: 0.7151... Generator Loss: 1.8912
Epoch 3/10... Discriminator Loss: 0.9216... Generator Loss: 0.9890
Epoch 3/10... Discriminator Loss: 0.5768... Generator Loss: 2.0483
Epoch 3/10... Discriminator Loss: 1.1387... Generator Loss: 0.7375
Epoch 3/10... Discriminator Loss: 0.7496... Generator Loss: 1.7305
Epoch 3/10... Discriminator Loss: 0.6283... Generator Loss: 1.6710
Epoch 3/10... Discriminator Loss: 0.6404... Generator Loss: 1.6556
Epoch 3/10... Discriminator Loss: 1.1992... Generator Loss: 0.6313
Epoch 3/10... Discriminator Loss: 0.9067... Generator Loss: 1.2976
Epoch 3/10... Discriminator Loss: 0.7644... Generator Loss: 1.5806
Epoch 3/10... Discriminator Loss: 0.7923... Generator Loss: 1.1918
Epoch 3/10... Discriminator Loss: 0.6628... Generator Loss: 2.7904
Epoch 3/10... Discriminator Loss: 0.7142... Generator Loss: 1.4958
Epoch 3/10... Discriminator Loss: 0.6403... Generator Loss: 2.4300
Epoch 3/10... Discriminator Loss: 0.6904... Generator Loss: 1.6831
Epoch 3/10... Discriminator Loss: 0.8560... Generator Loss: 1.3769
Epoch 3/10... Discriminator Loss: 0.5699... Generator Loss: 1.9046
Epoch 3/10... Discriminator Loss: 0.7999... Generator Loss: 1.1382
Epoch 3/10... Discriminator Loss: 0.5757... Generator Loss: 1.8919
Epoch 3/10... Discriminator Loss: 0.8797... Generator Loss: 1.0660
Epoch 3/10... Discriminator Loss: 0.7403... Generator Loss: 2.6206
Epoch 3/10... Discriminator Loss: 0.7279... Generator Loss: 3.7293
Epoch 3/10... Discriminator Loss: 1.2303... Generator Loss: 0.5751
Epoch 3/10... Discriminator Loss: 0.8749... Generator Loss: 1.3625
Epoch 3/10... Discriminator Loss: 0.6854... Generator Loss: 1.5228
Epoch 3/10... Discriminator Loss: 1.0264... Generator Loss: 0.8243
Epoch 3/10... Discriminator Loss: 0.5638... Generator Loss: 1.8305
Epoch 3/10... Discriminator Loss: 0.7081... Generator Loss: 2.1540
Epoch 3/10... Discriminator Loss: 1.0105... Generator Loss: 0.8815
Epoch 3/10... Discriminator Loss: 1.2361... Generator Loss: 0.6545
Epoch 3/10... Discriminator Loss: 0.7788... Generator Loss: 1.1945
Epoch 3/10... Discriminator Loss: 0.7071... Generator Loss: 1.4015
Epoch 3/10... Discriminator Loss: 0.6246... Generator Loss: 1.8024
Epoch 3/10... Discriminator Loss: 0.5798... Generator Loss: 2.2063
Epoch 3/10... Discriminator Loss: 1.1598... Generator Loss: 0.7480
Epoch 3/10... Discriminator Loss: 0.6573... Generator Loss: 1.8532
Epoch 3/10... Discriminator Loss: 0.6195... Generator Loss: 1.7711
Epoch 3/10... Discriminator Loss: 0.6927... Generator Loss: 2.7571
Epoch 3/10... Discriminator Loss: 0.8834... Generator Loss: 1.0686
Epoch 3/10... Discriminator Loss: 1.0426... Generator Loss: 0.8259
Epoch 3/10... Discriminator Loss: 0.7613... Generator Loss: 1.4385
Epoch 3/10... Discriminator Loss: 0.7352... Generator Loss: 1.3197
Epoch 3/10... Discriminator Loss: 0.7173... Generator Loss: 1.8909
Epoch 3/10... Discriminator Loss: 0.8058... Generator Loss: 1.4133
Epoch 3/10... Discriminator Loss: 0.7626... Generator Loss: 1.3955
Epoch 3/10... Discriminator Loss: 1.2413... Generator Loss: 0.5929
Epoch 3/10... Discriminator Loss: 0.6865... Generator Loss: 1.4428
Epoch 3/10... Discriminator Loss: 0.6223... Generator Loss: 1.8222
Epoch 3/10... Discriminator Loss: 0.4526... Generator Loss: 2.5623
Epoch 3/10... Discriminator Loss: 0.9551... Generator Loss: 0.9030
Epoch 3/10... Discriminator Loss: 0.5601... Generator Loss: 2.1537
Epoch 3/10... Discriminator Loss: 0.7687... Generator Loss: 1.6023
Epoch 3/10... Discriminator Loss: 0.8409... Generator Loss: 1.1765
Epoch 3/10... Discriminator Loss: 0.8876... Generator Loss: 1.0171
Epoch 3/10... Discriminator Loss: 0.9583... Generator Loss: 0.8685
Epoch 3/10... Discriminator Loss: 0.8318... Generator Loss: 1.4037
Epoch 3/10... Discriminator Loss: 0.8681... Generator Loss: 1.1638
Epoch 3/10... Discriminator Loss: 0.6610... Generator Loss: 1.4247
Epoch 3/10... Discriminator Loss: 0.7888... Generator Loss: 1.2490
Epoch 3/10... Discriminator Loss: 0.8669... Generator Loss: 1.1312
Epoch 3/10... Discriminator Loss: 0.8017... Generator Loss: 1.6536
Epoch 3/10... Discriminator Loss: 1.2053... Generator Loss: 0.5901
Epoch 3/10... Discriminator Loss: 0.9019... Generator Loss: 1.0312
Epoch 3/10... Discriminator Loss: 0.7970... Generator Loss: 1.8233
Epoch 3/10... Discriminator Loss: 0.7105... Generator Loss: 1.5180
Epoch 3/10... Discriminator Loss: 0.7864... Generator Loss: 1.1676
Epoch 3/10... Discriminator Loss: 0.9569... Generator Loss: 0.9011
Epoch 3/10... Discriminator Loss: 0.8216... Generator Loss: 1.1233
Epoch 3/10... Discriminator Loss: 0.8810... Generator Loss: 1.1002
Epoch 3/10... Discriminator Loss: 0.7151... Generator Loss: 1.8743
Epoch 3/10... Discriminator Loss: 1.1623... Generator Loss: 0.6644
Epoch 3/10... Discriminator Loss: 0.6374... Generator Loss: 1.7555
Epoch 3/10... Discriminator Loss: 0.6994... Generator Loss: 1.9229
Epoch 3/10... Discriminator Loss: 0.6661... Generator Loss: 2.5799
Epoch 3/10... Discriminator Loss: 0.9406... Generator Loss: 1.1495
Epoch 3/10... Discriminator Loss: 0.7238... Generator Loss: 1.2662
Epoch 3/10... Discriminator Loss: 0.6732... Generator Loss: 2.0015
Epoch 3/10... Discriminator Loss: 0.8613... Generator Loss: 1.0932
Epoch 3/10... Discriminator Loss: 0.7229... Generator Loss: 1.3467
Epoch 3/10... Discriminator Loss: 1.2095... Generator Loss: 0.8944
Epoch 3/10... Discriminator Loss: 0.9797... Generator Loss: 0.9921
Epoch 3/10... Discriminator Loss: 0.8015... Generator Loss: 1.2836
Epoch 3/10... Discriminator Loss: 0.7926... Generator Loss: 1.5754
Epoch 3/10... Discriminator Loss: 0.7972... Generator Loss: 1.1597
Epoch 3/10... Discriminator Loss: 0.8531... Generator Loss: 1.5581
Epoch 3/10... Discriminator Loss: 0.9084... Generator Loss: 1.0080
Epoch 3/10... Discriminator Loss: 1.7508... Generator Loss: 0.3321
Epoch 3/10... Discriminator Loss: 0.9098... Generator Loss: 1.0325
Epoch 3/10... Discriminator Loss: 0.8525... Generator Loss: 1.2356
Epoch 3/10... Discriminator Loss: 0.7770... Generator Loss: 1.7061
Epoch 3/10... Discriminator Loss: 1.0324... Generator Loss: 0.8671
Epoch 3/10... Discriminator Loss: 0.7033... Generator Loss: 1.8383
Epoch 3/10... Discriminator Loss: 0.6758... Generator Loss: 1.7142
Epoch 3/10... Discriminator Loss: 0.8219... Generator Loss: 1.3367
Epoch 3/10... Discriminator Loss: 1.6386... Generator Loss: 0.4013
Epoch 3/10... Discriminator Loss: 0.5550... Generator Loss: 2.0440
Epoch 3/10... Discriminator Loss: 0.9380... Generator Loss: 0.9855
Epoch 3/10... Discriminator Loss: 0.8514... Generator Loss: 1.1401
Epoch 3/10... Discriminator Loss: 0.9163... Generator Loss: 0.9275
Epoch 3/10... Discriminator Loss: 0.7669... Generator Loss: 1.3060
Epoch 3/10... Discriminator Loss: 0.9649... Generator Loss: 0.9466
Epoch 3/10... Discriminator Loss: 1.0160... Generator Loss: 1.4856
Epoch 3/10... Discriminator Loss: 0.8355... Generator Loss: 1.1298
Epoch 3/10... Discriminator Loss: 1.2260... Generator Loss: 0.6061
Epoch 3/10... Discriminator Loss: 0.8296... Generator Loss: 1.1561
Epoch 3/10... Discriminator Loss: 0.7759... Generator Loss: 1.3146
Epoch 3/10... Discriminator Loss: 0.9041... Generator Loss: 1.3698
Epoch 3/10... Discriminator Loss: 0.6600... Generator Loss: 1.6185
Epoch 3/10... Discriminator Loss: 1.1499... Generator Loss: 0.7128
Epoch 3/10... Discriminator Loss: 0.8758... Generator Loss: 1.0331
Epoch 3/10... Discriminator Loss: 0.8210... Generator Loss: 1.1157
Epoch 3/10... Discriminator Loss: 0.8197... Generator Loss: 1.1890
Epoch 3/10... Discriminator Loss: 1.2131... Generator Loss: 0.5829
Epoch 3/10... Discriminator Loss: 0.7205... Generator Loss: 1.4105
Epoch 3/10... Discriminator Loss: 1.3505... Generator Loss: 0.6004
Epoch 3/10... Discriminator Loss: 0.8839... Generator Loss: 1.1075
Epoch 3/10... Discriminator Loss: 0.9525... Generator Loss: 0.8643
Epoch 3/10... Discriminator Loss: 1.1382... Generator Loss: 0.7742
Epoch 3/10... Discriminator Loss: 0.7126... Generator Loss: 1.4843
Epoch 3/10... Discriminator Loss: 0.9849... Generator Loss: 0.8307
Epoch 3/10... Discriminator Loss: 0.8343... Generator Loss: 1.1677
Epoch 3/10... Discriminator Loss: 0.6796... Generator Loss: 1.6024
Epoch 3/10... Discriminator Loss: 0.7671... Generator Loss: 1.2806
Epoch 3/10... Discriminator Loss: 1.1485... Generator Loss: 0.6720
Epoch 3/10... Discriminator Loss: 0.5440... Generator Loss: 2.2879
Epoch 3/10... Discriminator Loss: 0.9853... Generator Loss: 0.8544
Epoch 3/10... Discriminator Loss: 1.2266... Generator Loss: 0.5826
Epoch 3/10... Discriminator Loss: 0.6536... Generator Loss: 1.8464
Epoch 3/10... Discriminator Loss: 0.9580... Generator Loss: 0.9156
Epoch 3/10... Discriminator Loss: 0.8866... Generator Loss: 1.0248
Epoch 3/10... Discriminator Loss: 0.8292... Generator Loss: 1.5023
Epoch 3/10... Discriminator Loss: 1.3480... Generator Loss: 0.4971
Epoch 3/10... Discriminator Loss: 0.7796... Generator Loss: 1.4207
Epoch 3/10... Discriminator Loss: 0.7545... Generator Loss: 1.3408
Epoch 3/10... Discriminator Loss: 0.8894... Generator Loss: 1.0187
Epoch 3/10... Discriminator Loss: 1.2060... Generator Loss: 0.6357
Epoch 3/10... Discriminator Loss: 0.9449... Generator Loss: 1.3001
Epoch 3/10... Discriminator Loss: 1.2107... Generator Loss: 0.6351
Epoch 3/10... Discriminator Loss: 0.8159... Generator Loss: 1.2507
Epoch 3/10... Discriminator Loss: 1.4000... Generator Loss: 0.5255
Epoch 3/10... Discriminator Loss: 0.9750... Generator Loss: 1.2720
Epoch 3/10... Discriminator Loss: 1.3516... Generator Loss: 0.5170
Epoch 3/10... Discriminator Loss: 1.0414... Generator Loss: 1.0190
Epoch 3/10... Discriminator Loss: 1.2998... Generator Loss: 0.5911
Epoch 3/10... Discriminator Loss: 1.2773... Generator Loss: 0.5630
Epoch 3/10... Discriminator Loss: 1.2762... Generator Loss: 0.5985
Epoch 3/10... Discriminator Loss: 0.7927... Generator Loss: 1.3400
Epoch 3/10... Discriminator Loss: 0.6965... Generator Loss: 1.4025
Epoch 3/10... Discriminator Loss: 0.7601... Generator Loss: 1.2336
Epoch 3/10... Discriminator Loss: 0.5743... Generator Loss: 2.0040
Epoch 3/10... Discriminator Loss: 0.9045... Generator Loss: 1.8960
Epoch 3/10... Discriminator Loss: 1.0340... Generator Loss: 0.8304
Epoch 3/10... Discriminator Loss: 0.5842... Generator Loss: 1.8313
Epoch 3/10... Discriminator Loss: 0.6726... Generator Loss: 1.4675
Epoch 3/10... Discriminator Loss: 0.8261... Generator Loss: 1.6904
Epoch 3/10... Discriminator Loss: 0.8260... Generator Loss: 1.5036
Epoch 3/10... Discriminator Loss: 0.7752... Generator Loss: 1.3904
Epoch 3/10... Discriminator Loss: 1.3165... Generator Loss: 0.5428
Epoch 3/10... Discriminator Loss: 1.2049... Generator Loss: 0.6708
Epoch 3/10... Discriminator Loss: 0.9721... Generator Loss: 0.9446
Epoch 3/10... Discriminator Loss: 0.8668... Generator Loss: 1.0709
Epoch 3/10... Discriminator Loss: 1.0236... Generator Loss: 0.8662
Epoch 3/10... Discriminator Loss: 1.1464... Generator Loss: 0.6636
Epoch 3/10... Discriminator Loss: 1.1110... Generator Loss: 0.7212
Epoch 3/10... Discriminator Loss: 1.2948... Generator Loss: 0.5704
Epoch 3/10... Discriminator Loss: 0.7763... Generator Loss: 1.6195
Epoch 3/10... Discriminator Loss: 0.9974... Generator Loss: 0.8660
Epoch 3/10... Discriminator Loss: 1.3857... Generator Loss: 0.5142
Epoch 3/10... Discriminator Loss: 0.6576... Generator Loss: 1.9712
Epoch 3/10... Discriminator Loss: 0.7104... Generator Loss: 1.3968
Epoch 3/10... Discriminator Loss: 0.5606... Generator Loss: 2.0752
Epoch 3/10... Discriminator Loss: 0.9378... Generator Loss: 0.9634
Epoch 3/10... Discriminator Loss: 0.8125... Generator Loss: 1.1191
Epoch 3/10... Discriminator Loss: 0.5904... Generator Loss: 1.7322
Epoch 3/10... Discriminator Loss: 0.5755... Generator Loss: 1.9974
Epoch 3/10... Discriminator Loss: 0.8784... Generator Loss: 1.0420
Epoch 3/10... Discriminator Loss: 0.8691... Generator Loss: 1.9876
Epoch 3/10... Discriminator Loss: 0.8685... Generator Loss: 1.4085
Epoch 3/10... Discriminator Loss: 0.8763... Generator Loss: 0.9804
Epoch 3/10... Discriminator Loss: 1.0552... Generator Loss: 0.8365
Epoch 3/10... Discriminator Loss: 0.9393... Generator Loss: 0.9254
Epoch 3/10... Discriminator Loss: 0.6120... Generator Loss: 1.5978
Epoch 3/10... Discriminator Loss: 0.9758... Generator Loss: 0.9664
Epoch 3/10... Discriminator Loss: 0.8093... Generator Loss: 1.2768
Epoch 3/10... Discriminator Loss: 0.8714... Generator Loss: 1.0751
Epoch 3/10... Discriminator Loss: 0.9801... Generator Loss: 0.8857
Epoch 3/10... Discriminator Loss: 0.9012... Generator Loss: 1.0370
Epoch 3/10... Discriminator Loss: 1.1437... Generator Loss: 0.7328
Epoch 3/10... Discriminator Loss: 0.5780... Generator Loss: 1.7363
Epoch 3/10... Discriminator Loss: 0.7179... Generator Loss: 1.5317
Epoch 3/10... Discriminator Loss: 0.6719... Generator Loss: 1.4593
Epoch 3/10... Discriminator Loss: 1.0347... Generator Loss: 0.9039
Epoch 3/10... Discriminator Loss: 1.0940... Generator Loss: 0.7145
Epoch 3/10... Discriminator Loss: 0.7897... Generator Loss: 1.1668
Epoch 3/10... Discriminator Loss: 1.3840... Generator Loss: 0.4899
Epoch 3/10... Discriminator Loss: 1.1411... Generator Loss: 0.6978
Epoch 3/10... Discriminator Loss: 1.0435... Generator Loss: 1.1713
Epoch 3/10... Discriminator Loss: 1.4317... Generator Loss: 0.4755
Epoch 3/10... Discriminator Loss: 1.2092... Generator Loss: 0.6663
Epoch 3/10... Discriminator Loss: 0.8297... Generator Loss: 1.1611
Epoch 3/10... Discriminator Loss: 1.1258... Generator Loss: 1.3059
Epoch 3/10... Discriminator Loss: 0.6730... Generator Loss: 1.5375
Epoch 3/10... Discriminator Loss: 1.2908... Generator Loss: 0.5923
Epoch 3/10... Discriminator Loss: 0.9716... Generator Loss: 0.8929
Epoch 3/10... Discriminator Loss: 1.0342... Generator Loss: 0.8803
Epoch 3/10... Discriminator Loss: 0.7991... Generator Loss: 1.5133
Epoch 3/10... Discriminator Loss: 0.9761... Generator Loss: 1.1885
Epoch 3/10... Discriminator Loss: 1.0060... Generator Loss: 0.8481
Epoch 3/10... Discriminator Loss: 0.9933... Generator Loss: 1.8301
Epoch 3/10... Discriminator Loss: 1.2987... Generator Loss: 0.5970
Epoch 3/10... Discriminator Loss: 0.8400... Generator Loss: 1.4311
Epoch 3/10... Discriminator Loss: 1.4877... Generator Loss: 2.1958
Epoch 3/10... Discriminator Loss: 0.7849... Generator Loss: 1.3217
Epoch 3/10... Discriminator Loss: 0.8016... Generator Loss: 1.3069
Epoch 3/10... Discriminator Loss: 0.9283... Generator Loss: 1.1683
Epoch 3/10... Discriminator Loss: 1.0751... Generator Loss: 0.7695
Epoch 3/10... Discriminator Loss: 0.7642... Generator Loss: 1.7367
Epoch 3/10... Discriminator Loss: 0.8887... Generator Loss: 1.0360
Epoch 3/10... Discriminator Loss: 0.9886... Generator Loss: 1.1499
Epoch 3/10... Discriminator Loss: 1.1253... Generator Loss: 0.7754
Epoch 3/10... Discriminator Loss: 0.6410... Generator Loss: 1.8540
Epoch 3/10... Discriminator Loss: 0.9037... Generator Loss: 1.0823
Epoch 3/10... Discriminator Loss: 0.7450... Generator Loss: 1.2606
Epoch 3/10... Discriminator Loss: 1.1182... Generator Loss: 0.7809
Epoch 3/10... Discriminator Loss: 0.9387... Generator Loss: 1.0099
Epoch 3/10... Discriminator Loss: 0.9098... Generator Loss: 0.9812
Epoch 3/10... Discriminator Loss: 1.1826... Generator Loss: 0.7042
Epoch 3/10... Discriminator Loss: 1.0075... Generator Loss: 0.8227
Epoch 3/10... Discriminator Loss: 0.9733... Generator Loss: 0.9860
Epoch 3/10... Discriminator Loss: 1.0964... Generator Loss: 0.8088
Epoch 3/10... Discriminator Loss: 0.7270... Generator Loss: 1.5663
Epoch 3/10... Discriminator Loss: 1.1200... Generator Loss: 0.8463
Epoch 3/10... Discriminator Loss: 1.0949... Generator Loss: 0.7435
Epoch 3/10... Discriminator Loss: 0.8185... Generator Loss: 1.2325
Epoch 3/10... Discriminator Loss: 1.5499... Generator Loss: 0.4220
Epoch 3/10... Discriminator Loss: 0.6657... Generator Loss: 2.0077
Epoch 3/10... Discriminator Loss: 0.6741... Generator Loss: 1.8014
Epoch 3/10... Discriminator Loss: 1.2202... Generator Loss: 0.6579
Epoch 3/10... Discriminator Loss: 0.8365... Generator Loss: 1.2018
Epoch 3/10... Discriminator Loss: 0.8884... Generator Loss: 0.9676
Epoch 3/10... Discriminator Loss: 0.8102... Generator Loss: 1.3695
Epoch 3/10... Discriminator Loss: 0.8493... Generator Loss: 1.0952
Epoch 3/10... Discriminator Loss: 0.8131... Generator Loss: 1.1192
Epoch 3/10... Discriminator Loss: 1.0112... Generator Loss: 0.8658
Epoch 3/10... Discriminator Loss: 0.7896... Generator Loss: 1.2067
Epoch 3/10... Discriminator Loss: 0.5222... Generator Loss: 2.0013
Epoch 3/10... Discriminator Loss: 1.0272... Generator Loss: 0.9424
Epoch 3/10... Discriminator Loss: 1.0413... Generator Loss: 0.8522
Epoch 4/10... Discriminator Loss: 1.2175... Generator Loss: 0.6691
Epoch 4/10... Discriminator Loss: 1.0470... Generator Loss: 0.7766
Epoch 4/10... Discriminator Loss: 0.5966... Generator Loss: 1.8538
Epoch 4/10... Discriminator Loss: 1.0649... Generator Loss: 0.7888
Epoch 4/10... Discriminator Loss: 0.7517... Generator Loss: 1.6522
Epoch 4/10... Discriminator Loss: 1.2492... Generator Loss: 0.6186
Epoch 4/10... Discriminator Loss: 1.2687... Generator Loss: 0.6953
Epoch 4/10... Discriminator Loss: 1.3438... Generator Loss: 0.5245
Epoch 4/10... Discriminator Loss: 0.6251... Generator Loss: 1.5110
Epoch 4/10... Discriminator Loss: 0.7537... Generator Loss: 1.4158
Epoch 4/10... Discriminator Loss: 1.1324... Generator Loss: 0.7248
Epoch 4/10... Discriminator Loss: 0.9707... Generator Loss: 1.2059
Epoch 4/10... Discriminator Loss: 0.7607... Generator Loss: 1.4330
Epoch 4/10... Discriminator Loss: 1.1612... Generator Loss: 0.6886
Epoch 4/10... Discriminator Loss: 0.7943... Generator Loss: 1.3374
Epoch 4/10... Discriminator Loss: 1.1718... Generator Loss: 0.6905
Epoch 4/10... Discriminator Loss: 0.8714... Generator Loss: 1.0603
Epoch 4/10... Discriminator Loss: 1.0203... Generator Loss: 0.8748
Epoch 4/10... Discriminator Loss: 0.7356... Generator Loss: 1.2694
Epoch 4/10... Discriminator Loss: 0.8476... Generator Loss: 1.2596
Epoch 4/10... Discriminator Loss: 0.8543... Generator Loss: 1.0502
Epoch 4/10... Discriminator Loss: 0.7572... Generator Loss: 1.3604
Epoch 4/10... Discriminator Loss: 0.7287... Generator Loss: 1.2658
Epoch 4/10... Discriminator Loss: 1.0020... Generator Loss: 1.0260
Epoch 4/10... Discriminator Loss: 1.1353... Generator Loss: 1.0619
Epoch 4/10... Discriminator Loss: 0.9798... Generator Loss: 0.8905
Epoch 4/10... Discriminator Loss: 0.8437... Generator Loss: 1.2154
Epoch 4/10... Discriminator Loss: 0.9105... Generator Loss: 2.5481
Epoch 4/10... Discriminator Loss: 1.1983... Generator Loss: 0.6485
Epoch 4/10... Discriminator Loss: 1.0725... Generator Loss: 0.8158
Epoch 4/10... Discriminator Loss: 0.8356... Generator Loss: 1.8580
Epoch 4/10... Discriminator Loss: 1.1006... Generator Loss: 0.7203
Epoch 4/10... Discriminator Loss: 0.8510... Generator Loss: 1.1195
Epoch 4/10... Discriminator Loss: 0.8213... Generator Loss: 1.1560
Epoch 4/10... Discriminator Loss: 0.8187... Generator Loss: 1.2335
Epoch 4/10... Discriminator Loss: 0.7219... Generator Loss: 1.7036
Epoch 4/10... Discriminator Loss: 0.9477... Generator Loss: 1.0636
Epoch 4/10... Discriminator Loss: 0.9881... Generator Loss: 0.9820
Epoch 4/10... Discriminator Loss: 0.7943... Generator Loss: 1.6698
Epoch 4/10... Discriminator Loss: 0.7279... Generator Loss: 1.5692
Epoch 4/10... Discriminator Loss: 1.0571... Generator Loss: 0.7715
Epoch 4/10... Discriminator Loss: 0.8742... Generator Loss: 1.2674
Epoch 4/10... Discriminator Loss: 1.1842... Generator Loss: 0.6594
Epoch 4/10... Discriminator Loss: 1.0756... Generator Loss: 1.1802
Epoch 4/10... Discriminator Loss: 1.2027... Generator Loss: 0.6277
Epoch 4/10... Discriminator Loss: 0.9986... Generator Loss: 0.8805
Epoch 4/10... Discriminator Loss: 1.3272... Generator Loss: 0.5397
Epoch 4/10... Discriminator Loss: 0.9812... Generator Loss: 1.1128
Epoch 4/10... Discriminator Loss: 1.5711... Generator Loss: 0.3863
Epoch 4/10... Discriminator Loss: 1.0145... Generator Loss: 0.8801
Epoch 4/10... Discriminator Loss: 1.3370... Generator Loss: 0.5300
Epoch 4/10... Discriminator Loss: 0.8889... Generator Loss: 1.1047
Epoch 4/10... Discriminator Loss: 0.7297... Generator Loss: 1.4884
Epoch 4/10... Discriminator Loss: 0.6687... Generator Loss: 1.6565
Epoch 4/10... Discriminator Loss: 0.6536... Generator Loss: 1.6541
Epoch 4/10... Discriminator Loss: 0.8058... Generator Loss: 1.2901
Epoch 4/10... Discriminator Loss: 0.8282... Generator Loss: 1.1224
Epoch 4/10... Discriminator Loss: 0.9742... Generator Loss: 1.3589
Epoch 4/10... Discriminator Loss: 1.1260... Generator Loss: 0.8237
Epoch 4/10... Discriminator Loss: 0.9678... Generator Loss: 1.0350
Epoch 4/10... Discriminator Loss: 1.0242... Generator Loss: 0.8103
Epoch 4/10... Discriminator Loss: 0.9461... Generator Loss: 0.9808
Epoch 4/10... Discriminator Loss: 0.8084... Generator Loss: 1.5321
Epoch 4/10... Discriminator Loss: 1.1473... Generator Loss: 0.6830
Epoch 4/10... Discriminator Loss: 1.0180... Generator Loss: 0.8986
Epoch 4/10... Discriminator Loss: 0.8027... Generator Loss: 1.1211
Epoch 4/10... Discriminator Loss: 0.6698... Generator Loss: 1.8098
Epoch 4/10... Discriminator Loss: 1.1416... Generator Loss: 0.7857
Epoch 4/10... Discriminator Loss: 1.1750... Generator Loss: 0.6717
Epoch 4/10... Discriminator Loss: 0.9638... Generator Loss: 1.1637
Epoch 4/10... Discriminator Loss: 0.9372... Generator Loss: 0.9831
Epoch 4/10... Discriminator Loss: 0.7778... Generator Loss: 1.3027
Epoch 4/10... Discriminator Loss: 0.6803... Generator Loss: 1.5541
Epoch 4/10... Discriminator Loss: 1.0785... Generator Loss: 0.7471
Epoch 4/10... Discriminator Loss: 1.1103... Generator Loss: 0.8523
Epoch 4/10... Discriminator Loss: 0.9081... Generator Loss: 1.0415
Epoch 4/10... Discriminator Loss: 0.6353... Generator Loss: 2.1567
Epoch 4/10... Discriminator Loss: 0.9956... Generator Loss: 0.9833
Epoch 4/10... Discriminator Loss: 0.8164... Generator Loss: 1.2221
Epoch 4/10... Discriminator Loss: 1.1335... Generator Loss: 0.7351
Epoch 4/10... Discriminator Loss: 1.1269... Generator Loss: 0.7098
Epoch 4/10... Discriminator Loss: 0.6705... Generator Loss: 1.7094
Epoch 4/10... Discriminator Loss: 0.4312... Generator Loss: 2.8490
Epoch 4/10... Discriminator Loss: 0.9653... Generator Loss: 0.9513
Epoch 4/10... Discriminator Loss: 0.9618... Generator Loss: 0.9212
Epoch 4/10... Discriminator Loss: 1.4840... Generator Loss: 0.4805
Epoch 4/10... Discriminator Loss: 0.9114... Generator Loss: 1.0333
Epoch 4/10... Discriminator Loss: 0.7298... Generator Loss: 1.5884
Epoch 4/10... Discriminator Loss: 1.0955... Generator Loss: 0.8310
Epoch 4/10... Discriminator Loss: 0.6128... Generator Loss: 1.9560
Epoch 4/10... Discriminator Loss: 0.8777... Generator Loss: 1.3155
Epoch 4/10... Discriminator Loss: 0.6403... Generator Loss: 1.7591
Epoch 4/10... Discriminator Loss: 1.1399... Generator Loss: 0.7265
Epoch 4/10... Discriminator Loss: 1.2321... Generator Loss: 0.6400
Epoch 4/10... Discriminator Loss: 0.7864... Generator Loss: 2.0990
Epoch 4/10... Discriminator Loss: 0.9007... Generator Loss: 1.2492
Epoch 4/10... Discriminator Loss: 0.9280... Generator Loss: 0.9776
Epoch 4/10... Discriminator Loss: 1.5206... Generator Loss: 0.4428
Epoch 4/10... Discriminator Loss: 1.0904... Generator Loss: 0.8141
Epoch 4/10... Discriminator Loss: 0.8052... Generator Loss: 1.1172
Epoch 4/10... Discriminator Loss: 1.0750... Generator Loss: 0.7557
Epoch 4/10... Discriminator Loss: 0.8035... Generator Loss: 1.2789
Epoch 4/10... Discriminator Loss: 1.0099... Generator Loss: 1.0335
Epoch 4/10... Discriminator Loss: 1.1106... Generator Loss: 0.7837
Epoch 4/10... Discriminator Loss: 1.2632... Generator Loss: 0.6416
Epoch 4/10... Discriminator Loss: 0.9384... Generator Loss: 0.9797
Epoch 4/10... Discriminator Loss: 0.9356... Generator Loss: 0.9196
Epoch 4/10... Discriminator Loss: 0.7229... Generator Loss: 1.3798
Epoch 4/10... Discriminator Loss: 0.8687... Generator Loss: 1.1978
Epoch 4/10... Discriminator Loss: 1.8821... Generator Loss: 0.3299
Epoch 4/10... Discriminator Loss: 1.1424... Generator Loss: 1.1624
Epoch 4/10... Discriminator Loss: 0.9181... Generator Loss: 1.1890
Epoch 4/10... Discriminator Loss: 0.9812... Generator Loss: 0.9334
Epoch 4/10... Discriminator Loss: 1.2901... Generator Loss: 0.6921
Epoch 4/10... Discriminator Loss: 0.9266... Generator Loss: 1.2167
Epoch 4/10... Discriminator Loss: 0.8431... Generator Loss: 1.0150
Epoch 4/10... Discriminator Loss: 0.8101... Generator Loss: 1.2470
Epoch 4/10... Discriminator Loss: 1.5053... Generator Loss: 0.4218
Epoch 4/10... Discriminator Loss: 0.9991... Generator Loss: 0.8417
Epoch 4/10... Discriminator Loss: 0.9471... Generator Loss: 1.1866
Epoch 4/10... Discriminator Loss: 0.9817... Generator Loss: 0.9666
Epoch 4/10... Discriminator Loss: 1.3340... Generator Loss: 0.6126
Epoch 4/10... Discriminator Loss: 0.8429... Generator Loss: 1.1372
Epoch 4/10... Discriminator Loss: 1.0282... Generator Loss: 0.7862
Epoch 4/10... Discriminator Loss: 0.6402... Generator Loss: 2.1053
Epoch 4/10... Discriminator Loss: 1.0725... Generator Loss: 1.1906
Epoch 4/10... Discriminator Loss: 1.2079... Generator Loss: 0.5815
Epoch 4/10... Discriminator Loss: 0.9401... Generator Loss: 1.4620
Epoch 4/10... Discriminator Loss: 0.7221... Generator Loss: 1.4225
Epoch 4/10... Discriminator Loss: 0.6647... Generator Loss: 1.3869
Epoch 4/10... Discriminator Loss: 1.6899... Generator Loss: 0.4213
Epoch 4/10... Discriminator Loss: 0.9121... Generator Loss: 0.9674
Epoch 4/10... Discriminator Loss: 1.2611... Generator Loss: 0.5924
Epoch 4/10... Discriminator Loss: 1.5156... Generator Loss: 0.4334
Epoch 4/10... Discriminator Loss: 0.8990... Generator Loss: 0.9644
Epoch 4/10... Discriminator Loss: 1.1563... Generator Loss: 0.6984
Epoch 4/10... Discriminator Loss: 1.0560... Generator Loss: 0.7841
Epoch 4/10... Discriminator Loss: 0.5583... Generator Loss: 1.8315
Epoch 4/10... Discriminator Loss: 0.7638... Generator Loss: 1.2658
Epoch 4/10... Discriminator Loss: 0.9823... Generator Loss: 1.1344
Epoch 4/10... Discriminator Loss: 1.2287... Generator Loss: 0.6517
Epoch 4/10... Discriminator Loss: 1.4753... Generator Loss: 0.4586
Epoch 4/10... Discriminator Loss: 0.8725... Generator Loss: 1.0835
Epoch 4/10... Discriminator Loss: 0.7094... Generator Loss: 1.3778
Epoch 4/10... Discriminator Loss: 0.5539... Generator Loss: 1.8822
Epoch 4/10... Discriminator Loss: 1.3150... Generator Loss: 0.6449
Epoch 4/10... Discriminator Loss: 0.9274... Generator Loss: 1.0977
Epoch 4/10... Discriminator Loss: 0.6156... Generator Loss: 1.7420
Epoch 4/10... Discriminator Loss: 1.0513... Generator Loss: 0.8057
Epoch 4/10... Discriminator Loss: 0.8516... Generator Loss: 1.4858
Epoch 4/10... Discriminator Loss: 0.9181... Generator Loss: 0.9854
Epoch 4/10... Discriminator Loss: 1.0715... Generator Loss: 0.7538
Epoch 4/10... Discriminator Loss: 1.4993... Generator Loss: 0.4361
Epoch 4/10... Discriminator Loss: 0.8167... Generator Loss: 1.3034
Epoch 4/10... Discriminator Loss: 1.8584... Generator Loss: 0.3130
Epoch 4/10... Discriminator Loss: 0.5310... Generator Loss: 2.3357
Epoch 4/10... Discriminator Loss: 1.0124... Generator Loss: 0.9319
Epoch 4/10... Discriminator Loss: 0.7116... Generator Loss: 1.4433
Epoch 4/10... Discriminator Loss: 0.7373... Generator Loss: 1.7939
Epoch 4/10... Discriminator Loss: 1.2986... Generator Loss: 0.5682
Epoch 4/10... Discriminator Loss: 0.9361... Generator Loss: 0.9646
Epoch 4/10... Discriminator Loss: 1.1324... Generator Loss: 0.7218
Epoch 4/10... Discriminator Loss: 0.6993... Generator Loss: 1.3718
Epoch 4/10... Discriminator Loss: 0.8032... Generator Loss: 1.2081
Epoch 4/10... Discriminator Loss: 0.7418... Generator Loss: 1.5144
Epoch 4/10... Discriminator Loss: 0.7073... Generator Loss: 1.5852
Epoch 4/10... Discriminator Loss: 0.9184... Generator Loss: 1.0260
Epoch 4/10... Discriminator Loss: 0.9519... Generator Loss: 1.6270
Epoch 4/10... Discriminator Loss: 1.0876... Generator Loss: 0.7459
Epoch 4/10... Discriminator Loss: 0.8338... Generator Loss: 1.4250
Epoch 4/10... Discriminator Loss: 0.9736... Generator Loss: 1.1266
Epoch 4/10... Discriminator Loss: 1.1152... Generator Loss: 0.7034
Epoch 4/10... Discriminator Loss: 0.7905... Generator Loss: 2.0226
Epoch 4/10... Discriminator Loss: 0.7835... Generator Loss: 1.2394
Epoch 4/10... Discriminator Loss: 1.0977... Generator Loss: 0.9761
Epoch 4/10... Discriminator Loss: 1.4861... Generator Loss: 0.4460
Epoch 4/10... Discriminator Loss: 1.0747... Generator Loss: 0.8007
Epoch 4/10... Discriminator Loss: 0.7290... Generator Loss: 1.4808
Epoch 4/10... Discriminator Loss: 0.9500... Generator Loss: 0.9761
Epoch 4/10... Discriminator Loss: 0.9791... Generator Loss: 1.1741
Epoch 4/10... Discriminator Loss: 0.9521... Generator Loss: 1.1286
Epoch 4/10... Discriminator Loss: 0.8707... Generator Loss: 1.1234
Epoch 4/10... Discriminator Loss: 0.8930... Generator Loss: 1.0524
Epoch 4/10... Discriminator Loss: 0.7636... Generator Loss: 1.3991
Epoch 4/10... Discriminator Loss: 1.4167... Generator Loss: 0.4600
Epoch 4/10... Discriminator Loss: 0.7328... Generator Loss: 1.3665
Epoch 4/10... Discriminator Loss: 1.2594... Generator Loss: 0.6739
Epoch 4/10... Discriminator Loss: 1.2459... Generator Loss: 0.6177
Epoch 4/10... Discriminator Loss: 1.1202... Generator Loss: 0.7736
Epoch 4/10... Discriminator Loss: 0.6517... Generator Loss: 1.9828
Epoch 4/10... Discriminator Loss: 0.7067... Generator Loss: 1.5822
Epoch 4/10... Discriminator Loss: 0.8141... Generator Loss: 1.3238
Epoch 4/10... Discriminator Loss: 0.9485... Generator Loss: 0.9078
Epoch 4/10... Discriminator Loss: 0.8623... Generator Loss: 1.3912
Epoch 4/10... Discriminator Loss: 0.8386... Generator Loss: 1.1121
Epoch 4/10... Discriminator Loss: 0.8636... Generator Loss: 1.4482
Epoch 4/10... Discriminator Loss: 0.8344... Generator Loss: 2.0221
Epoch 4/10... Discriminator Loss: 1.3452... Generator Loss: 0.5397
Epoch 4/10... Discriminator Loss: 1.2287... Generator Loss: 0.7019
Epoch 4/10... Discriminator Loss: 0.8994... Generator Loss: 1.1243
Epoch 4/10... Discriminator Loss: 0.8983... Generator Loss: 1.0029
Epoch 4/10... Discriminator Loss: 1.2021... Generator Loss: 0.8146
Epoch 4/10... Discriminator Loss: 0.8112... Generator Loss: 1.2838
Epoch 4/10... Discriminator Loss: 1.1840... Generator Loss: 0.6840
Epoch 4/10... Discriminator Loss: 1.1444... Generator Loss: 0.6712
Epoch 4/10... Discriminator Loss: 0.9486... Generator Loss: 1.5724
Epoch 4/10... Discriminator Loss: 0.8813... Generator Loss: 1.3809
Epoch 4/10... Discriminator Loss: 1.0498... Generator Loss: 0.9352
Epoch 4/10... Discriminator Loss: 0.7335... Generator Loss: 1.3364
Epoch 4/10... Discriminator Loss: 1.0482... Generator Loss: 0.7552
Epoch 4/10... Discriminator Loss: 0.9345... Generator Loss: 0.9477
Epoch 4/10... Discriminator Loss: 0.7080... Generator Loss: 2.0682
Epoch 4/10... Discriminator Loss: 0.9498... Generator Loss: 1.1256
Epoch 4/10... Discriminator Loss: 0.7785... Generator Loss: 1.5958
Epoch 4/10... Discriminator Loss: 0.8225... Generator Loss: 1.1110
Epoch 4/10... Discriminator Loss: 0.9910... Generator Loss: 0.8620
Epoch 4/10... Discriminator Loss: 0.8640... Generator Loss: 1.7774
Epoch 4/10... Discriminator Loss: 0.7824... Generator Loss: 1.3656
Epoch 4/10... Discriminator Loss: 0.8980... Generator Loss: 1.4030
Epoch 4/10... Discriminator Loss: 1.2880... Generator Loss: 0.6036
Epoch 4/10... Discriminator Loss: 0.8814... Generator Loss: 0.9883
Epoch 4/10... Discriminator Loss: 0.6073... Generator Loss: 1.6225
Epoch 4/10... Discriminator Loss: 1.1284... Generator Loss: 0.6838
Epoch 4/10... Discriminator Loss: 0.9272... Generator Loss: 0.8945
Epoch 4/10... Discriminator Loss: 1.1255... Generator Loss: 0.7339
Epoch 4/10... Discriminator Loss: 0.7952... Generator Loss: 1.3115
Epoch 4/10... Discriminator Loss: 0.7623... Generator Loss: 1.3847
Epoch 4/10... Discriminator Loss: 1.2303... Generator Loss: 0.6898
Epoch 4/10... Discriminator Loss: 1.3759... Generator Loss: 0.5473
Epoch 4/10... Discriminator Loss: 1.2802... Generator Loss: 0.5981
Epoch 4/10... Discriminator Loss: 1.3044... Generator Loss: 0.5788
Epoch 4/10... Discriminator Loss: 1.4494... Generator Loss: 0.5344
Epoch 4/10... Discriminator Loss: 1.3475... Generator Loss: 0.5307
Epoch 4/10... Discriminator Loss: 1.0052... Generator Loss: 0.8923
Epoch 4/10... Discriminator Loss: 1.4511... Generator Loss: 0.4592
Epoch 4/10... Discriminator Loss: 0.7806... Generator Loss: 1.3833
Epoch 4/10... Discriminator Loss: 0.8082... Generator Loss: 1.1494
Epoch 4/10... Discriminator Loss: 1.1932... Generator Loss: 0.6073
Epoch 4/10... Discriminator Loss: 0.8751... Generator Loss: 1.0966
Epoch 4/10... Discriminator Loss: 0.8281... Generator Loss: 1.2969
Epoch 4/10... Discriminator Loss: 0.7850... Generator Loss: 1.4506
Epoch 4/10... Discriminator Loss: 0.7726... Generator Loss: 1.5208
Epoch 4/10... Discriminator Loss: 1.0017... Generator Loss: 1.0452
Epoch 4/10... Discriminator Loss: 1.1458... Generator Loss: 0.7004
Epoch 4/10... Discriminator Loss: 0.9844... Generator Loss: 0.8433
Epoch 4/10... Discriminator Loss: 0.8425... Generator Loss: 1.1216
Epoch 4/10... Discriminator Loss: 1.0962... Generator Loss: 0.7840
Epoch 4/10... Discriminator Loss: 0.8388... Generator Loss: 1.3035
Epoch 4/10... Discriminator Loss: 0.8206... Generator Loss: 1.2772
Epoch 4/10... Discriminator Loss: 0.8918... Generator Loss: 1.2324
Epoch 4/10... Discriminator Loss: 0.9021... Generator Loss: 1.2222
Epoch 4/10... Discriminator Loss: 1.1455... Generator Loss: 0.7440
Epoch 4/10... Discriminator Loss: 0.5845... Generator Loss: 1.7692
Epoch 4/10... Discriminator Loss: 0.9709... Generator Loss: 0.9643
Epoch 4/10... Discriminator Loss: 0.7797... Generator Loss: 1.3922
Epoch 4/10... Discriminator Loss: 0.7390... Generator Loss: 1.3070
Epoch 4/10... Discriminator Loss: 1.0330... Generator Loss: 0.7856
Epoch 4/10... Discriminator Loss: 1.2947... Generator Loss: 0.5449
Epoch 4/10... Discriminator Loss: 0.9528... Generator Loss: 0.8927
Epoch 4/10... Discriminator Loss: 1.2712... Generator Loss: 0.5447
Epoch 4/10... Discriminator Loss: 0.7582... Generator Loss: 1.3038
Epoch 4/10... Discriminator Loss: 0.9571... Generator Loss: 1.9770
Epoch 4/10... Discriminator Loss: 0.9033... Generator Loss: 0.9857
Epoch 4/10... Discriminator Loss: 1.1185... Generator Loss: 0.8180
Epoch 4/10... Discriminator Loss: 0.8851... Generator Loss: 0.9329
Epoch 4/10... Discriminator Loss: 1.4131... Generator Loss: 0.5130
Epoch 4/10... Discriminator Loss: 1.1642... Generator Loss: 0.7778
Epoch 4/10... Discriminator Loss: 1.2597... Generator Loss: 0.6454
Epoch 4/10... Discriminator Loss: 1.1038... Generator Loss: 0.7298
Epoch 4/10... Discriminator Loss: 1.0186... Generator Loss: 0.8270
Epoch 4/10... Discriminator Loss: 1.1773... Generator Loss: 0.7051
Epoch 4/10... Discriminator Loss: 1.0476... Generator Loss: 0.7775
Epoch 4/10... Discriminator Loss: 0.9041... Generator Loss: 0.9932
Epoch 4/10... Discriminator Loss: 1.4364... Generator Loss: 0.4880
Epoch 4/10... Discriminator Loss: 1.1148... Generator Loss: 0.7698
Epoch 4/10... Discriminator Loss: 0.9963... Generator Loss: 0.8537
Epoch 4/10... Discriminator Loss: 0.9536... Generator Loss: 0.9098
Epoch 4/10... Discriminator Loss: 1.0931... Generator Loss: 0.7954
Epoch 4/10... Discriminator Loss: 0.8554... Generator Loss: 1.3027
Epoch 4/10... Discriminator Loss: 1.2993... Generator Loss: 0.6029
Epoch 4/10... Discriminator Loss: 1.0187... Generator Loss: 0.8394
Epoch 4/10... Discriminator Loss: 0.8955... Generator Loss: 1.0841
Epoch 4/10... Discriminator Loss: 1.9479... Generator Loss: 0.3285
Epoch 4/10... Discriminator Loss: 0.9770... Generator Loss: 1.0531
Epoch 4/10... Discriminator Loss: 0.7861... Generator Loss: 1.2050
Epoch 4/10... Discriminator Loss: 1.0395... Generator Loss: 0.8382
Epoch 4/10... Discriminator Loss: 0.9650... Generator Loss: 1.0490
Epoch 4/10... Discriminator Loss: 0.9219... Generator Loss: 0.9353
Epoch 4/10... Discriminator Loss: 1.5827... Generator Loss: 0.4195
Epoch 4/10... Discriminator Loss: 0.8580... Generator Loss: 1.5975
Epoch 4/10... Discriminator Loss: 0.7878... Generator Loss: 1.3732
Epoch 4/10... Discriminator Loss: 1.0071... Generator Loss: 0.8871
Epoch 4/10... Discriminator Loss: 1.4939... Generator Loss: 0.5246
Epoch 4/10... Discriminator Loss: 0.8995... Generator Loss: 1.0712
Epoch 4/10... Discriminator Loss: 0.8803... Generator Loss: 1.4527
Epoch 4/10... Discriminator Loss: 1.1273... Generator Loss: 0.7261
Epoch 4/10... Discriminator Loss: 0.9916... Generator Loss: 1.2679
Epoch 4/10... Discriminator Loss: 1.0130... Generator Loss: 0.9104
Epoch 4/10... Discriminator Loss: 1.0077... Generator Loss: 0.8460
Epoch 4/10... Discriminator Loss: 1.1370... Generator Loss: 0.7134
Epoch 4/10... Discriminator Loss: 1.4046... Generator Loss: 0.4808
Epoch 4/10... Discriminator Loss: 0.8494... Generator Loss: 1.1418
Epoch 4/10... Discriminator Loss: 0.8678... Generator Loss: 1.1663
Epoch 4/10... Discriminator Loss: 1.1164... Generator Loss: 0.7039
Epoch 4/10... Discriminator Loss: 0.9512... Generator Loss: 0.9083
Epoch 4/10... Discriminator Loss: 1.1320... Generator Loss: 0.7241
Epoch 4/10... Discriminator Loss: 1.0907... Generator Loss: 0.8118
Epoch 4/10... Discriminator Loss: 1.0332... Generator Loss: 0.8902
Epoch 4/10... Discriminator Loss: 0.6907... Generator Loss: 2.1890
Epoch 4/10... Discriminator Loss: 1.2828... Generator Loss: 0.5856
Epoch 4/10... Discriminator Loss: 0.5564... Generator Loss: 1.9402
Epoch 4/10... Discriminator Loss: 1.3534... Generator Loss: 0.5061
Epoch 4/10... Discriminator Loss: 0.7947... Generator Loss: 1.1463
Epoch 4/10... Discriminator Loss: 0.9838... Generator Loss: 0.8835
Epoch 4/10... Discriminator Loss: 0.9596... Generator Loss: 1.3730
Epoch 4/10... Discriminator Loss: 0.8576... Generator Loss: 1.1927
Epoch 4/10... Discriminator Loss: 0.8886... Generator Loss: 1.0593
Epoch 5/10... Discriminator Loss: 0.8782... Generator Loss: 1.0131
Epoch 5/10... Discriminator Loss: 0.7980... Generator Loss: 1.3975
Epoch 5/10... Discriminator Loss: 1.0275... Generator Loss: 0.9275
Epoch 5/10... Discriminator Loss: 0.9304... Generator Loss: 1.1265
Epoch 5/10... Discriminator Loss: 0.9356... Generator Loss: 1.2323
Epoch 5/10... Discriminator Loss: 1.1214... Generator Loss: 0.7011
Epoch 5/10... Discriminator Loss: 0.6034... Generator Loss: 1.7485
Epoch 5/10... Discriminator Loss: 1.0024... Generator Loss: 0.8458
Epoch 5/10... Discriminator Loss: 0.9186... Generator Loss: 0.9803
Epoch 5/10... Discriminator Loss: 0.8450... Generator Loss: 1.0387
Epoch 5/10... Discriminator Loss: 1.1047... Generator Loss: 0.7791
Epoch 5/10... Discriminator Loss: 0.8763... Generator Loss: 1.0042
Epoch 5/10... Discriminator Loss: 0.8461... Generator Loss: 1.1985
Epoch 5/10... Discriminator Loss: 1.1307... Generator Loss: 0.7117
Epoch 5/10... Discriminator Loss: 1.2332... Generator Loss: 0.6142
Epoch 5/10... Discriminator Loss: 0.7844... Generator Loss: 1.3226
Epoch 5/10... Discriminator Loss: 1.1308... Generator Loss: 0.6923
Epoch 5/10... Discriminator Loss: 0.8878... Generator Loss: 1.0964
Epoch 5/10... Discriminator Loss: 1.4705... Generator Loss: 0.4853
Epoch 5/10... Discriminator Loss: 0.9275... Generator Loss: 0.9263
Epoch 5/10... Discriminator Loss: 1.1286... Generator Loss: 0.6883
Epoch 5/10... Discriminator Loss: 0.7713... Generator Loss: 1.5661
Epoch 5/10... Discriminator Loss: 0.9886... Generator Loss: 0.8857
Epoch 5/10... Discriminator Loss: 0.9528... Generator Loss: 1.7974
Epoch 5/10... Discriminator Loss: 0.7962... Generator Loss: 1.6285
Epoch 5/10... Discriminator Loss: 0.7262... Generator Loss: 1.4370
Epoch 5/10... Discriminator Loss: 1.3393... Generator Loss: 0.6323
Epoch 5/10... Discriminator Loss: 0.8180... Generator Loss: 1.3314
Epoch 5/10... Discriminator Loss: 0.8844... Generator Loss: 1.0011
Epoch 5/10... Discriminator Loss: 0.8663... Generator Loss: 1.1809
Epoch 5/10... Discriminator Loss: 0.9121... Generator Loss: 1.0352
Epoch 5/10... Discriminator Loss: 1.2120... Generator Loss: 0.6463
Epoch 5/10... Discriminator Loss: 0.8559... Generator Loss: 1.1960
Epoch 5/10... Discriminator Loss: 1.1847... Generator Loss: 0.7577
Epoch 5/10... Discriminator Loss: 1.6070... Generator Loss: 0.4288
Epoch 5/10... Discriminator Loss: 1.0359... Generator Loss: 0.8257
Epoch 5/10... Discriminator Loss: 1.3144... Generator Loss: 0.5263
Epoch 5/10... Discriminator Loss: 1.3976... Generator Loss: 0.4863
Epoch 5/10... Discriminator Loss: 0.9264... Generator Loss: 1.0269
Epoch 5/10... Discriminator Loss: 1.4101... Generator Loss: 0.5519
Epoch 5/10... Discriminator Loss: 1.0221... Generator Loss: 0.8368
Epoch 5/10... Discriminator Loss: 0.7318... Generator Loss: 1.4438
Epoch 5/10... Discriminator Loss: 1.0754... Generator Loss: 0.7492
Epoch 5/10... Discriminator Loss: 1.2327... Generator Loss: 0.6242
Epoch 5/10... Discriminator Loss: 0.9678... Generator Loss: 0.9217
Epoch 5/10... Discriminator Loss: 1.4023... Generator Loss: 0.4956
Epoch 5/10... Discriminator Loss: 1.3454... Generator Loss: 2.7251
Epoch 5/10... Discriminator Loss: 1.1866... Generator Loss: 0.6864
Epoch 5/10... Discriminator Loss: 0.7422... Generator Loss: 1.4481
Epoch 5/10... Discriminator Loss: 0.8198... Generator Loss: 1.5403
Epoch 5/10... Discriminator Loss: 1.2938... Generator Loss: 0.6013
Epoch 5/10... Discriminator Loss: 0.7861... Generator Loss: 1.7792
Epoch 5/10... Discriminator Loss: 1.2911... Generator Loss: 0.5799
Epoch 5/10... Discriminator Loss: 0.9347... Generator Loss: 0.9928
Epoch 5/10... Discriminator Loss: 0.5211... Generator Loss: 2.4374
Epoch 5/10... Discriminator Loss: 0.7864... Generator Loss: 1.2813
Epoch 5/10... Discriminator Loss: 0.9906... Generator Loss: 0.9572
Epoch 5/10... Discriminator Loss: 0.9128... Generator Loss: 0.9151
Epoch 5/10... Discriminator Loss: 0.8817... Generator Loss: 1.2027
Epoch 5/10... Discriminator Loss: 0.9286... Generator Loss: 0.9277
Epoch 5/10... Discriminator Loss: 1.0525... Generator Loss: 0.8534
Epoch 5/10... Discriminator Loss: 0.8174... Generator Loss: 1.9577
Epoch 5/10... Discriminator Loss: 1.0724... Generator Loss: 0.8269
Epoch 5/10... Discriminator Loss: 1.1661... Generator Loss: 0.6328
Epoch 5/10... Discriminator Loss: 0.7834... Generator Loss: 1.2388
Epoch 5/10... Discriminator Loss: 0.8387... Generator Loss: 1.2054
Epoch 5/10... Discriminator Loss: 1.1974... Generator Loss: 0.7513
Epoch 5/10... Discriminator Loss: 0.8521... Generator Loss: 1.2554
Epoch 5/10... Discriminator Loss: 0.6973... Generator Loss: 1.4936
Epoch 5/10... Discriminator Loss: 0.9921... Generator Loss: 0.9280
Epoch 5/10... Discriminator Loss: 1.5145... Generator Loss: 0.4439
Epoch 5/10... Discriminator Loss: 0.6909... Generator Loss: 1.7045
Epoch 5/10... Discriminator Loss: 1.1769... Generator Loss: 0.8003
Epoch 5/10... Discriminator Loss: 0.7555... Generator Loss: 1.3762
Epoch 5/10... Discriminator Loss: 1.3297... Generator Loss: 0.5448
Epoch 5/10... Discriminator Loss: 0.6644... Generator Loss: 1.7534
Epoch 5/10... Discriminator Loss: 0.7047... Generator Loss: 1.4199
Epoch 5/10... Discriminator Loss: 0.8526... Generator Loss: 1.2112
Epoch 5/10... Discriminator Loss: 0.6952... Generator Loss: 1.5640
Epoch 5/10... Discriminator Loss: 1.2722... Generator Loss: 0.6528
Epoch 5/10... Discriminator Loss: 0.8491... Generator Loss: 1.2377
Epoch 5/10... Discriminator Loss: 1.1755... Generator Loss: 0.7132
Epoch 5/10... Discriminator Loss: 0.8855... Generator Loss: 1.0772
Epoch 5/10... Discriminator Loss: 1.1683... Generator Loss: 0.7525
Epoch 5/10... Discriminator Loss: 1.0146... Generator Loss: 0.8724
Epoch 5/10... Discriminator Loss: 0.8232... Generator Loss: 1.1758
Epoch 5/10... Discriminator Loss: 0.6227... Generator Loss: 1.6070
Epoch 5/10... Discriminator Loss: 1.1686... Generator Loss: 0.7555
Epoch 5/10... Discriminator Loss: 0.9948... Generator Loss: 0.8154
Epoch 5/10... Discriminator Loss: 1.3477... Generator Loss: 0.5826
Epoch 5/10... Discriminator Loss: 0.9371... Generator Loss: 0.9303
Epoch 5/10... Discriminator Loss: 0.8954... Generator Loss: 1.6142
Epoch 5/10... Discriminator Loss: 0.6509... Generator Loss: 1.4176
Epoch 5/10... Discriminator Loss: 0.6501... Generator Loss: 1.7410
Epoch 5/10... Discriminator Loss: 1.0184... Generator Loss: 0.9333
Epoch 5/10... Discriminator Loss: 1.3015... Generator Loss: 0.6127
Epoch 5/10... Discriminator Loss: 1.2942... Generator Loss: 0.6083
Epoch 5/10... Discriminator Loss: 0.7001... Generator Loss: 1.4527
Epoch 5/10... Discriminator Loss: 0.8444... Generator Loss: 1.1961
Epoch 5/10... Discriminator Loss: 0.9413... Generator Loss: 1.0176
Epoch 5/10... Discriminator Loss: 1.0831... Generator Loss: 0.8821
Epoch 5/10... Discriminator Loss: 0.7216... Generator Loss: 1.6240
Epoch 5/10... Discriminator Loss: 0.8079... Generator Loss: 1.3014
Epoch 5/10... Discriminator Loss: 1.0845... Generator Loss: 0.7585
Epoch 5/10... Discriminator Loss: 0.8880... Generator Loss: 1.1881
Epoch 5/10... Discriminator Loss: 1.3515... Generator Loss: 0.5387
Epoch 5/10... Discriminator Loss: 0.8522... Generator Loss: 1.0953
Epoch 5/10... Discriminator Loss: 0.5393... Generator Loss: 2.5372
Epoch 5/10... Discriminator Loss: 1.5120... Generator Loss: 0.4165
Epoch 5/10... Discriminator Loss: 1.2735... Generator Loss: 0.6905
Epoch 5/10... Discriminator Loss: 1.6222... Generator Loss: 0.4464
Epoch 5/10... Discriminator Loss: 1.1485... Generator Loss: 0.7339
Epoch 5/10... Discriminator Loss: 0.8578... Generator Loss: 3.0147
Epoch 5/10... Discriminator Loss: 1.5246... Generator Loss: 0.4254
Epoch 5/10... Discriminator Loss: 0.8703... Generator Loss: 0.9742
Epoch 5/10... Discriminator Loss: 0.8211... Generator Loss: 1.2716
Epoch 5/10... Discriminator Loss: 0.5287... Generator Loss: 1.9926
Epoch 5/10... Discriminator Loss: 0.8143... Generator Loss: 1.0755
Epoch 5/10... Discriminator Loss: 0.9311... Generator Loss: 0.9237
Epoch 5/10... Discriminator Loss: 1.0099... Generator Loss: 0.9935
Epoch 5/10... Discriminator Loss: 0.7262... Generator Loss: 1.3860
Epoch 5/10... Discriminator Loss: 1.9342... Generator Loss: 0.2650
Epoch 5/10... Discriminator Loss: 0.5590... Generator Loss: 2.0786
Epoch 5/10... Discriminator Loss: 1.1415... Generator Loss: 0.7426
Epoch 5/10... Discriminator Loss: 1.2055... Generator Loss: 0.7727
Epoch 5/10... Discriminator Loss: 0.5973... Generator Loss: 1.7378
Epoch 5/10... Discriminator Loss: 1.0479... Generator Loss: 0.8695
Epoch 5/10... Discriminator Loss: 1.1296... Generator Loss: 0.8259
Epoch 5/10... Discriminator Loss: 1.1309... Generator Loss: 1.1328
Epoch 5/10... Discriminator Loss: 0.9929... Generator Loss: 0.8177
Epoch 5/10... Discriminator Loss: 0.8524... Generator Loss: 1.0332
Epoch 5/10... Discriminator Loss: 1.1747... Generator Loss: 0.6728
Epoch 5/10... Discriminator Loss: 0.7930... Generator Loss: 1.2261
Epoch 5/10... Discriminator Loss: 1.2647... Generator Loss: 0.5940
Epoch 5/10... Discriminator Loss: 1.0227... Generator Loss: 0.7839
Epoch 5/10... Discriminator Loss: 0.9119... Generator Loss: 1.0841
Epoch 5/10... Discriminator Loss: 0.8113... Generator Loss: 1.3289
Epoch 5/10... Discriminator Loss: 1.0648... Generator Loss: 0.8251
Epoch 5/10... Discriminator Loss: 0.6327... Generator Loss: 2.0514
Epoch 5/10... Discriminator Loss: 0.7181... Generator Loss: 1.6001
Epoch 5/10... Discriminator Loss: 0.7714... Generator Loss: 1.1364
Epoch 5/10... Discriminator Loss: 0.6866... Generator Loss: 1.5236
Epoch 5/10... Discriminator Loss: 0.9906... Generator Loss: 0.9288
Epoch 5/10... Discriminator Loss: 0.6644... Generator Loss: 1.5329
Epoch 5/10... Discriminator Loss: 0.7321... Generator Loss: 1.2567
Epoch 5/10... Discriminator Loss: 1.0819... Generator Loss: 0.8044
Epoch 5/10... Discriminator Loss: 1.0271... Generator Loss: 0.8947
Epoch 5/10... Discriminator Loss: 1.0273... Generator Loss: 0.7864
Epoch 5/10... Discriminator Loss: 0.9048... Generator Loss: 1.0084
Epoch 5/10... Discriminator Loss: 1.4525... Generator Loss: 0.4543
Epoch 5/10... Discriminator Loss: 0.8072... Generator Loss: 1.1662
Epoch 5/10... Discriminator Loss: 0.7623... Generator Loss: 1.2800
Epoch 5/10... Discriminator Loss: 0.8917... Generator Loss: 1.0754
Epoch 5/10... Discriminator Loss: 0.7835... Generator Loss: 1.9133
Epoch 5/10... Discriminator Loss: 0.8251... Generator Loss: 1.3415
Epoch 5/10... Discriminator Loss: 0.6399... Generator Loss: 1.7959
Epoch 5/10... Discriminator Loss: 0.6623... Generator Loss: 2.3422
Epoch 5/10... Discriminator Loss: 0.7034... Generator Loss: 1.5688
Epoch 5/10... Discriminator Loss: 1.2066... Generator Loss: 0.6516
Epoch 5/10... Discriminator Loss: 1.4734... Generator Loss: 0.4822
Epoch 5/10... Discriminator Loss: 1.1181... Generator Loss: 0.7690
Epoch 5/10... Discriminator Loss: 0.7776... Generator Loss: 1.2501
Epoch 5/10... Discriminator Loss: 0.8164... Generator Loss: 1.2247
Epoch 5/10... Discriminator Loss: 1.0805... Generator Loss: 0.8884
Epoch 5/10... Discriminator Loss: 0.7411... Generator Loss: 1.2991
Epoch 5/10... Discriminator Loss: 0.8831... Generator Loss: 1.0271
Epoch 5/10... Discriminator Loss: 1.0489... Generator Loss: 0.8455
Epoch 5/10... Discriminator Loss: 0.8031... Generator Loss: 1.2023
Epoch 5/10... Discriminator Loss: 1.0199... Generator Loss: 0.8941
Epoch 5/10... Discriminator Loss: 1.7441... Generator Loss: 0.3409
Epoch 5/10... Discriminator Loss: 0.8371... Generator Loss: 1.3439
Epoch 5/10... Discriminator Loss: 0.6136... Generator Loss: 1.7641
Epoch 5/10... Discriminator Loss: 0.7920... Generator Loss: 1.5967
Epoch 5/10... Discriminator Loss: 0.7049... Generator Loss: 1.3318
Epoch 5/10... Discriminator Loss: 1.0898... Generator Loss: 0.7216
Epoch 5/10... Discriminator Loss: 1.0168... Generator Loss: 0.9213
Epoch 5/10... Discriminator Loss: 0.9987... Generator Loss: 1.0218
Epoch 5/10... Discriminator Loss: 0.9436... Generator Loss: 0.9642
Epoch 5/10... Discriminator Loss: 1.1892... Generator Loss: 0.7565
Epoch 5/10... Discriminator Loss: 0.8589... Generator Loss: 1.2626
Epoch 5/10... Discriminator Loss: 0.6933... Generator Loss: 1.3492
Epoch 5/10... Discriminator Loss: 1.5562... Generator Loss: 0.4211
Epoch 5/10... Discriminator Loss: 0.9039... Generator Loss: 0.9350
Epoch 5/10... Discriminator Loss: 1.2211... Generator Loss: 0.6450
Epoch 5/10... Discriminator Loss: 1.0366... Generator Loss: 0.8165
Epoch 5/10... Discriminator Loss: 0.5771... Generator Loss: 2.3266
Epoch 5/10... Discriminator Loss: 0.8210... Generator Loss: 1.1862
Epoch 5/10... Discriminator Loss: 0.6784... Generator Loss: 1.5617
Epoch 5/10... Discriminator Loss: 0.9693... Generator Loss: 0.9760
Epoch 5/10... Discriminator Loss: 1.0067... Generator Loss: 0.8674
Epoch 5/10... Discriminator Loss: 0.8998... Generator Loss: 1.0289
Epoch 5/10... Discriminator Loss: 0.9689... Generator Loss: 0.8812
Epoch 5/10... Discriminator Loss: 0.9092... Generator Loss: 1.0279
Epoch 5/10... Discriminator Loss: 0.9086... Generator Loss: 1.0677
Epoch 5/10... Discriminator Loss: 1.1072... Generator Loss: 0.7358
Epoch 5/10... Discriminator Loss: 0.8638... Generator Loss: 1.0913
Epoch 5/10... Discriminator Loss: 1.5284... Generator Loss: 0.4446
Epoch 5/10... Discriminator Loss: 1.0890... Generator Loss: 0.7615
Epoch 5/10... Discriminator Loss: 0.9690... Generator Loss: 0.9349
Epoch 5/10... Discriminator Loss: 0.8040... Generator Loss: 1.0916
Epoch 5/10... Discriminator Loss: 0.7684... Generator Loss: 1.2884
Epoch 5/10... Discriminator Loss: 0.8320... Generator Loss: 1.5826
Epoch 5/10... Discriminator Loss: 1.0214... Generator Loss: 1.0131
Epoch 5/10... Discriminator Loss: 0.9285... Generator Loss: 1.0501
Epoch 5/10... Discriminator Loss: 0.8984... Generator Loss: 1.1022
Epoch 5/10... Discriminator Loss: 1.0826... Generator Loss: 0.8241
Epoch 5/10... Discriminator Loss: 1.0103... Generator Loss: 0.8728
Epoch 5/10... Discriminator Loss: 0.9282... Generator Loss: 1.1491
Epoch 5/10... Discriminator Loss: 1.0370... Generator Loss: 0.9835
Epoch 5/10... Discriminator Loss: 0.8693... Generator Loss: 1.1238
Epoch 5/10... Discriminator Loss: 1.0188... Generator Loss: 1.1248
Epoch 5/10... Discriminator Loss: 1.3886... Generator Loss: 0.5285
Epoch 5/10... Discriminator Loss: 0.9384... Generator Loss: 0.9815
Epoch 5/10... Discriminator Loss: 1.1239... Generator Loss: 0.7662
Epoch 5/10... Discriminator Loss: 1.1774... Generator Loss: 0.6701
Epoch 5/10... Discriminator Loss: 0.9522... Generator Loss: 1.1795
Epoch 5/10... Discriminator Loss: 1.1937... Generator Loss: 0.6224
Epoch 5/10... Discriminator Loss: 0.9125... Generator Loss: 1.0278
Epoch 5/10... Discriminator Loss: 1.4658... Generator Loss: 0.4374
Epoch 5/10... Discriminator Loss: 0.9422... Generator Loss: 0.9504
Epoch 5/10... Discriminator Loss: 0.8861... Generator Loss: 0.9340
Epoch 5/10... Discriminator Loss: 1.1238... Generator Loss: 0.7333
Epoch 5/10... Discriminator Loss: 1.2621... Generator Loss: 0.5850
Epoch 5/10... Discriminator Loss: 1.3119... Generator Loss: 0.8919
Epoch 5/10... Discriminator Loss: 1.2202... Generator Loss: 0.6441
Epoch 5/10... Discriminator Loss: 1.1233... Generator Loss: 0.7545
Epoch 5/10... Discriminator Loss: 0.6699... Generator Loss: 1.5951
Epoch 5/10... Discriminator Loss: 1.0693... Generator Loss: 0.9271
Epoch 5/10... Discriminator Loss: 0.8499... Generator Loss: 1.0341
Epoch 5/10... Discriminator Loss: 0.7800... Generator Loss: 1.2596
Epoch 5/10... Discriminator Loss: 0.9765... Generator Loss: 1.0115
Epoch 5/10... Discriminator Loss: 1.1265... Generator Loss: 0.6988
Epoch 5/10... Discriminator Loss: 1.6893... Generator Loss: 0.3356
Epoch 5/10... Discriminator Loss: 0.9189... Generator Loss: 0.8803
Epoch 5/10... Discriminator Loss: 0.8078... Generator Loss: 1.1032
Epoch 5/10... Discriminator Loss: 0.7811... Generator Loss: 1.4737
Epoch 5/10... Discriminator Loss: 0.9303... Generator Loss: 0.9044
Epoch 5/10... Discriminator Loss: 0.9180... Generator Loss: 0.9193
Epoch 5/10... Discriminator Loss: 1.2826... Generator Loss: 0.5658
Epoch 5/10... Discriminator Loss: 1.3906... Generator Loss: 0.5335
Epoch 5/10... Discriminator Loss: 0.7790... Generator Loss: 1.5130
Epoch 5/10... Discriminator Loss: 0.6340... Generator Loss: 1.8442
Epoch 5/10... Discriminator Loss: 1.1706... Generator Loss: 0.6819
Epoch 5/10... Discriminator Loss: 1.0156... Generator Loss: 1.1060
Epoch 5/10... Discriminator Loss: 0.7940... Generator Loss: 1.3005
Epoch 5/10... Discriminator Loss: 1.3985... Generator Loss: 0.7112
Epoch 5/10... Discriminator Loss: 0.7178... Generator Loss: 1.3492
Epoch 5/10... Discriminator Loss: 1.0808... Generator Loss: 0.7980
Epoch 5/10... Discriminator Loss: 0.9327... Generator Loss: 1.0425
Epoch 5/10... Discriminator Loss: 0.8125... Generator Loss: 1.2268
Epoch 5/10... Discriminator Loss: 1.1712... Generator Loss: 0.7664
Epoch 5/10... Discriminator Loss: 0.8035... Generator Loss: 1.2421
Epoch 5/10... Discriminator Loss: 1.0278... Generator Loss: 0.8941
Epoch 5/10... Discriminator Loss: 0.6080... Generator Loss: 2.2397
Epoch 5/10... Discriminator Loss: 0.8505... Generator Loss: 1.0288
Epoch 5/10... Discriminator Loss: 0.6005... Generator Loss: 1.7183
Epoch 5/10... Discriminator Loss: 0.8375... Generator Loss: 1.3186
Epoch 5/10... Discriminator Loss: 1.3651... Generator Loss: 0.5546
Epoch 5/10... Discriminator Loss: 0.8818... Generator Loss: 1.0069
Epoch 5/10... Discriminator Loss: 0.8719... Generator Loss: 1.0314
Epoch 5/10... Discriminator Loss: 0.8193... Generator Loss: 1.1460
Epoch 5/10... Discriminator Loss: 1.3117... Generator Loss: 0.5534
Epoch 5/10... Discriminator Loss: 0.8273... Generator Loss: 1.0395
Epoch 5/10... Discriminator Loss: 1.0585... Generator Loss: 0.8427
Epoch 5/10... Discriminator Loss: 0.9595... Generator Loss: 0.9111
Epoch 5/10... Discriminator Loss: 0.7063... Generator Loss: 1.4226
Epoch 5/10... Discriminator Loss: 0.8841... Generator Loss: 0.9722
Epoch 5/10... Discriminator Loss: 0.9045... Generator Loss: 1.0009
Epoch 5/10... Discriminator Loss: 0.9715... Generator Loss: 1.6653
Epoch 5/10... Discriminator Loss: 1.0285... Generator Loss: 0.8376
Epoch 5/10... Discriminator Loss: 0.7338... Generator Loss: 1.3464
Epoch 5/10... Discriminator Loss: 0.8608... Generator Loss: 1.0607
Epoch 5/10... Discriminator Loss: 0.9250... Generator Loss: 0.9231
Epoch 5/10... Discriminator Loss: 0.8594... Generator Loss: 1.0273
Epoch 5/10... Discriminator Loss: 1.1434... Generator Loss: 0.6812
Epoch 5/10... Discriminator Loss: 0.8052... Generator Loss: 1.2566
Epoch 5/10... Discriminator Loss: 0.6316... Generator Loss: 1.5172
Epoch 5/10... Discriminator Loss: 0.9911... Generator Loss: 0.8767
Epoch 5/10... Discriminator Loss: 1.1610... Generator Loss: 0.6970
Epoch 5/10... Discriminator Loss: 0.6789... Generator Loss: 1.5178
Epoch 5/10... Discriminator Loss: 1.2363... Generator Loss: 0.8506
Epoch 5/10... Discriminator Loss: 1.5221... Generator Loss: 0.4432
Epoch 5/10... Discriminator Loss: 0.7468... Generator Loss: 1.6587
Epoch 5/10... Discriminator Loss: 1.0626... Generator Loss: 0.8091
Epoch 5/10... Discriminator Loss: 1.2854... Generator Loss: 0.5417
Epoch 5/10... Discriminator Loss: 1.2597... Generator Loss: 0.6066
Epoch 5/10... Discriminator Loss: 0.9643... Generator Loss: 0.9842
Epoch 5/10... Discriminator Loss: 0.7423... Generator Loss: 1.3694
Epoch 5/10... Discriminator Loss: 1.5019... Generator Loss: 0.4273
Epoch 5/10... Discriminator Loss: 1.0126... Generator Loss: 1.0483
Epoch 5/10... Discriminator Loss: 0.9426... Generator Loss: 0.9164
Epoch 5/10... Discriminator Loss: 0.9844... Generator Loss: 1.0129
Epoch 5/10... Discriminator Loss: 1.0875... Generator Loss: 0.7788
Epoch 5/10... Discriminator Loss: 1.1451... Generator Loss: 0.7067
Epoch 5/10... Discriminator Loss: 1.1088... Generator Loss: 0.7242
Epoch 5/10... Discriminator Loss: 1.0340... Generator Loss: 0.9317
Epoch 5/10... Discriminator Loss: 0.9039... Generator Loss: 0.9814
Epoch 5/10... Discriminator Loss: 0.8764... Generator Loss: 1.0635
Epoch 5/10... Discriminator Loss: 0.6867... Generator Loss: 1.4527
Epoch 5/10... Discriminator Loss: 1.0104... Generator Loss: 0.8807
Epoch 5/10... Discriminator Loss: 0.6785... Generator Loss: 1.5931
Epoch 5/10... Discriminator Loss: 0.9297... Generator Loss: 0.9629
Epoch 5/10... Discriminator Loss: 0.7692... Generator Loss: 1.3561
Epoch 5/10... Discriminator Loss: 0.9126... Generator Loss: 0.9954
Epoch 5/10... Discriminator Loss: 1.0810... Generator Loss: 0.8209
Epoch 5/10... Discriminator Loss: 0.9498... Generator Loss: 0.8638
Epoch 5/10... Discriminator Loss: 1.0607... Generator Loss: 0.8261
Epoch 5/10... Discriminator Loss: 0.6168... Generator Loss: 1.8743
Epoch 5/10... Discriminator Loss: 0.9285... Generator Loss: 1.1188
Epoch 5/10... Discriminator Loss: 0.7872... Generator Loss: 1.1916
Epoch 5/10... Discriminator Loss: 0.9847... Generator Loss: 0.9430
Epoch 5/10... Discriminator Loss: 0.6173... Generator Loss: 1.5681
Epoch 5/10... Discriminator Loss: 0.9040... Generator Loss: 0.9748
Epoch 5/10... Discriminator Loss: 1.0176... Generator Loss: 1.0147
Epoch 5/10... Discriminator Loss: 1.0696... Generator Loss: 0.8097
Epoch 5/10... Discriminator Loss: 0.7280... Generator Loss: 1.3768
Epoch 6/10... Discriminator Loss: 0.9565... Generator Loss: 0.8667
Epoch 6/10... Discriminator Loss: 1.3501... Generator Loss: 0.5791
Epoch 6/10... Discriminator Loss: 0.7524... Generator Loss: 1.1728
Epoch 6/10... Discriminator Loss: 0.7455... Generator Loss: 1.2970
Epoch 6/10... Discriminator Loss: 1.8302... Generator Loss: 0.3127
Epoch 6/10... Discriminator Loss: 0.9262... Generator Loss: 0.9656
Epoch 6/10... Discriminator Loss: 1.0766... Generator Loss: 0.8447
Epoch 6/10... Discriminator Loss: 0.5646... Generator Loss: 2.1999
Epoch 6/10... Discriminator Loss: 0.9060... Generator Loss: 1.0362
Epoch 6/10... Discriminator Loss: 0.7709... Generator Loss: 1.4143
Epoch 6/10... Discriminator Loss: 1.0373... Generator Loss: 0.9896
Epoch 6/10... Discriminator Loss: 1.0597... Generator Loss: 0.8223
Epoch 6/10... Discriminator Loss: 1.5085... Generator Loss: 0.4505
Epoch 6/10... Discriminator Loss: 0.7443... Generator Loss: 1.3450
Epoch 6/10... Discriminator Loss: 1.6171... Generator Loss: 0.3772
Epoch 6/10... Discriminator Loss: 0.9824... Generator Loss: 0.8797
Epoch 6/10... Discriminator Loss: 0.6445... Generator Loss: 1.5265
Epoch 6/10... Discriminator Loss: 0.8348... Generator Loss: 1.0899
Epoch 6/10... Discriminator Loss: 0.7463... Generator Loss: 1.3721
Epoch 6/10... Discriminator Loss: 1.1053... Generator Loss: 0.7667
Epoch 6/10... Discriminator Loss: 0.9908... Generator Loss: 0.8527
Epoch 6/10... Discriminator Loss: 1.0238... Generator Loss: 0.7996
Epoch 6/10... Discriminator Loss: 0.8183... Generator Loss: 1.1383
Epoch 6/10... Discriminator Loss: 1.1576... Generator Loss: 0.7319
Epoch 6/10... Discriminator Loss: 1.1885... Generator Loss: 0.6856
Epoch 6/10... Discriminator Loss: 1.1842... Generator Loss: 0.7910
Epoch 6/10... Discriminator Loss: 0.8751... Generator Loss: 1.1153
Epoch 6/10... Discriminator Loss: 1.1071... Generator Loss: 0.7649
Epoch 6/10... Discriminator Loss: 0.8855... Generator Loss: 1.0820
Epoch 6/10... Discriminator Loss: 0.8050... Generator Loss: 1.1464
Epoch 6/10... Discriminator Loss: 1.1217... Generator Loss: 0.6917
Epoch 6/10... Discriminator Loss: 0.7723... Generator Loss: 1.2428
Epoch 6/10... Discriminator Loss: 0.9119... Generator Loss: 1.0199
Epoch 6/10... Discriminator Loss: 0.6939... Generator Loss: 1.3913
Epoch 6/10... Discriminator Loss: 1.0382... Generator Loss: 0.9613
Epoch 6/10... Discriminator Loss: 1.1108... Generator Loss: 0.7499
Epoch 6/10... Discriminator Loss: 1.1312... Generator Loss: 0.7404
Epoch 6/10... Discriminator Loss: 1.0563... Generator Loss: 0.9096
Epoch 6/10... Discriminator Loss: 0.7893... Generator Loss: 1.2083
Epoch 6/10... Discriminator Loss: 0.8695... Generator Loss: 1.0212
Epoch 6/10... Discriminator Loss: 1.0297... Generator Loss: 0.8338
Epoch 6/10... Discriminator Loss: 0.9068... Generator Loss: 1.0408
Epoch 6/10... Discriminator Loss: 0.6671... Generator Loss: 1.6022
Epoch 6/10... Discriminator Loss: 0.9972... Generator Loss: 0.8544
Epoch 6/10... Discriminator Loss: 1.1389... Generator Loss: 0.9658
Epoch 6/10... Discriminator Loss: 0.9244... Generator Loss: 0.9666
Epoch 6/10... Discriminator Loss: 0.5069... Generator Loss: 2.3124
Epoch 6/10... Discriminator Loss: 1.2683... Generator Loss: 0.5716
Epoch 6/10... Discriminator Loss: 0.8925... Generator Loss: 1.0121
Epoch 6/10... Discriminator Loss: 1.0187... Generator Loss: 0.8614
Epoch 6/10... Discriminator Loss: 0.6513... Generator Loss: 1.6654
Epoch 6/10... Discriminator Loss: 0.8041... Generator Loss: 1.1562
Epoch 6/10... Discriminator Loss: 1.1410... Generator Loss: 0.6835
Epoch 6/10... Discriminator Loss: 0.7804... Generator Loss: 1.2138
Epoch 6/10... Discriminator Loss: 0.9444... Generator Loss: 0.9898
Epoch 6/10... Discriminator Loss: 0.9060... Generator Loss: 1.0400
Epoch 6/10... Discriminator Loss: 0.7091... Generator Loss: 2.1154
Epoch 6/10... Discriminator Loss: 1.5794... Generator Loss: 0.3911
Epoch 6/10... Discriminator Loss: 0.6020... Generator Loss: 1.7150
Epoch 6/10... Discriminator Loss: 0.9197... Generator Loss: 1.0685
Epoch 6/10... Discriminator Loss: 1.0676... Generator Loss: 0.9073
Epoch 6/10... Discriminator Loss: 1.4160... Generator Loss: 0.5412
Epoch 6/10... Discriminator Loss: 1.1390... Generator Loss: 0.7195
Epoch 6/10... Discriminator Loss: 0.9395... Generator Loss: 0.8966
Epoch 6/10... Discriminator Loss: 0.8553... Generator Loss: 1.1992
Epoch 6/10... Discriminator Loss: 1.1216... Generator Loss: 0.7879
Epoch 6/10... Discriminator Loss: 1.2191... Generator Loss: 0.6466
Epoch 6/10... Discriminator Loss: 0.5915... Generator Loss: 1.8582
Epoch 6/10... Discriminator Loss: 1.4456... Generator Loss: 0.4449
Epoch 6/10... Discriminator Loss: 0.9238... Generator Loss: 0.9364
Epoch 6/10... Discriminator Loss: 0.7056... Generator Loss: 1.3030
Epoch 6/10... Discriminator Loss: 0.8111... Generator Loss: 1.5247
Epoch 6/10... Discriminator Loss: 0.9946... Generator Loss: 0.9001
Epoch 6/10... Discriminator Loss: 0.9519... Generator Loss: 0.9182
Epoch 6/10... Discriminator Loss: 1.2096... Generator Loss: 0.6623
Epoch 6/10... Discriminator Loss: 0.9062... Generator Loss: 1.1300
Epoch 6/10... Discriminator Loss: 1.0759... Generator Loss: 0.7849
Epoch 6/10... Discriminator Loss: 0.8272... Generator Loss: 1.3432
Epoch 6/10... Discriminator Loss: 0.7371... Generator Loss: 1.2917
Epoch 6/10... Discriminator Loss: 0.7864... Generator Loss: 1.3694
Epoch 6/10... Discriminator Loss: 0.8298... Generator Loss: 1.0975
Epoch 6/10... Discriminator Loss: 0.9753... Generator Loss: 1.0883
Epoch 6/10... Discriminator Loss: 0.8973... Generator Loss: 1.2577
Epoch 6/10... Discriminator Loss: 0.7578... Generator Loss: 1.1713
Epoch 6/10... Discriminator Loss: 0.7116... Generator Loss: 1.4200
Epoch 6/10... Discriminator Loss: 0.8643... Generator Loss: 1.3129
Epoch 6/10... Discriminator Loss: 1.0361... Generator Loss: 0.8022
Epoch 6/10... Discriminator Loss: 0.7660... Generator Loss: 1.5272
Epoch 6/10... Discriminator Loss: 0.7223... Generator Loss: 1.5455
Epoch 6/10... Discriminator Loss: 1.6244... Generator Loss: 0.3964
Epoch 6/10... Discriminator Loss: 1.1653... Generator Loss: 0.7604
Epoch 6/10... Discriminator Loss: 1.1759... Generator Loss: 0.6912
Epoch 6/10... Discriminator Loss: 0.9061... Generator Loss: 0.9659
Epoch 6/10... Discriminator Loss: 0.8338... Generator Loss: 1.1921
Epoch 6/10... Discriminator Loss: 1.2839... Generator Loss: 0.5401
Epoch 6/10... Discriminator Loss: 1.1456... Generator Loss: 0.6671
Epoch 6/10... Discriminator Loss: 1.0917... Generator Loss: 0.7795
Epoch 6/10... Discriminator Loss: 0.7622... Generator Loss: 1.3998
Epoch 6/10... Discriminator Loss: 1.2777... Generator Loss: 0.5835
Epoch 6/10... Discriminator Loss: 0.7527... Generator Loss: 1.3866
Epoch 6/10... Discriminator Loss: 1.0163... Generator Loss: 0.9506
Epoch 6/10... Discriminator Loss: 0.9123... Generator Loss: 1.0698
Epoch 6/10... Discriminator Loss: 0.9659... Generator Loss: 0.9506
Epoch 6/10... Discriminator Loss: 0.6322... Generator Loss: 2.0586
Epoch 6/10... Discriminator Loss: 0.9628... Generator Loss: 0.9066
Epoch 6/10... Discriminator Loss: 1.2855... Generator Loss: 0.6102
Epoch 6/10... Discriminator Loss: 0.6734... Generator Loss: 1.4434
Epoch 6/10... Discriminator Loss: 0.9447... Generator Loss: 1.0052
Epoch 6/10... Discriminator Loss: 1.5499... Generator Loss: 0.4000
Epoch 6/10... Discriminator Loss: 1.2726... Generator Loss: 0.9258
Epoch 6/10... Discriminator Loss: 1.0401... Generator Loss: 0.9030
Epoch 6/10... Discriminator Loss: 1.1828... Generator Loss: 0.6401
Epoch 6/10... Discriminator Loss: 0.8455... Generator Loss: 1.1299
Epoch 6/10... Discriminator Loss: 1.3169... Generator Loss: 1.0864
Epoch 6/10... Discriminator Loss: 1.0658... Generator Loss: 0.8264
Epoch 6/10... Discriminator Loss: 0.9205... Generator Loss: 0.9470
Epoch 6/10... Discriminator Loss: 0.8323... Generator Loss: 1.1461
Epoch 6/10... Discriminator Loss: 0.9681... Generator Loss: 1.0384
Epoch 6/10... Discriminator Loss: 1.3284... Generator Loss: 0.5803
Epoch 6/10... Discriminator Loss: 1.3562... Generator Loss: 0.5226
Epoch 6/10... Discriminator Loss: 0.7978... Generator Loss: 1.3292
Epoch 6/10... Discriminator Loss: 1.3188... Generator Loss: 0.6237
Epoch 6/10... Discriminator Loss: 0.9708... Generator Loss: 0.9792
Epoch 6/10... Discriminator Loss: 1.0514... Generator Loss: 0.8221
Epoch 6/10... Discriminator Loss: 1.1396... Generator Loss: 0.7534
Epoch 6/10... Discriminator Loss: 0.9926... Generator Loss: 1.2389
Epoch 6/10... Discriminator Loss: 0.6961... Generator Loss: 1.3728
Epoch 6/10... Discriminator Loss: 0.9198... Generator Loss: 1.0759
Epoch 6/10... Discriminator Loss: 1.3241... Generator Loss: 0.6619
Epoch 6/10... Discriminator Loss: 1.0361... Generator Loss: 0.9667
Epoch 6/10... Discriminator Loss: 0.6894... Generator Loss: 1.3922
Epoch 6/10... Discriminator Loss: 0.8352... Generator Loss: 1.5195
Epoch 6/10... Discriminator Loss: 0.9861... Generator Loss: 0.9974
Epoch 6/10... Discriminator Loss: 0.7257... Generator Loss: 1.4451
Epoch 6/10... Discriminator Loss: 1.2105... Generator Loss: 0.6372
Epoch 6/10... Discriminator Loss: 0.7708... Generator Loss: 1.2337
Epoch 6/10... Discriminator Loss: 0.8570... Generator Loss: 1.1905
Epoch 6/10... Discriminator Loss: 0.7317... Generator Loss: 1.3441
Epoch 6/10... Discriminator Loss: 0.6758... Generator Loss: 1.8055
Epoch 6/10... Discriminator Loss: 1.3087... Generator Loss: 0.6350
Epoch 6/10... Discriminator Loss: 0.8267... Generator Loss: 1.2038
Epoch 6/10... Discriminator Loss: 0.9210... Generator Loss: 1.1844
Epoch 6/10... Discriminator Loss: 1.0857... Generator Loss: 0.8296
Epoch 6/10... Discriminator Loss: 0.9142... Generator Loss: 1.1500
Epoch 6/10... Discriminator Loss: 1.0918... Generator Loss: 0.7538
Epoch 6/10... Discriminator Loss: 0.5964... Generator Loss: 1.8419
Epoch 6/10... Discriminator Loss: 0.7837... Generator Loss: 1.2378
Epoch 6/10... Discriminator Loss: 1.3310... Generator Loss: 0.5295
Epoch 6/10... Discriminator Loss: 0.7381... Generator Loss: 1.2982
Epoch 6/10... Discriminator Loss: 0.8975... Generator Loss: 1.0603
Epoch 6/10... Discriminator Loss: 1.1933... Generator Loss: 0.6735
Epoch 6/10... Discriminator Loss: 1.0224... Generator Loss: 0.8631
Epoch 6/10... Discriminator Loss: 1.0102... Generator Loss: 0.7833
Epoch 6/10... Discriminator Loss: 1.3632... Generator Loss: 0.5173
Epoch 6/10... Discriminator Loss: 0.7681... Generator Loss: 1.3509
Epoch 6/10... Discriminator Loss: 1.3815... Generator Loss: 0.5273
Epoch 6/10... Discriminator Loss: 1.5678... Generator Loss: 0.4417
Epoch 6/10... Discriminator Loss: 0.7192... Generator Loss: 1.5607
Epoch 6/10... Discriminator Loss: 0.7429... Generator Loss: 1.5809
Epoch 6/10... Discriminator Loss: 0.6342... Generator Loss: 1.6268
Epoch 6/10... Discriminator Loss: 0.8768... Generator Loss: 1.0578
Epoch 6/10... Discriminator Loss: 0.9281... Generator Loss: 1.0282
Epoch 6/10... Discriminator Loss: 1.5923... Generator Loss: 0.3806
Epoch 6/10... Discriminator Loss: 1.1374... Generator Loss: 0.7047
Epoch 6/10... Discriminator Loss: 0.7075... Generator Loss: 1.4997
Epoch 6/10... Discriminator Loss: 0.6030... Generator Loss: 1.6912
Epoch 6/10... Discriminator Loss: 0.9238... Generator Loss: 1.2361
Epoch 6/10... Discriminator Loss: 1.0136... Generator Loss: 0.8869
Epoch 6/10... Discriminator Loss: 0.9126... Generator Loss: 1.2047
Epoch 6/10... Discriminator Loss: 1.0983... Generator Loss: 0.6892
Epoch 6/10... Discriminator Loss: 1.3130... Generator Loss: 0.5415
Epoch 6/10... Discriminator Loss: 0.8203... Generator Loss: 1.1350
Epoch 6/10... Discriminator Loss: 1.0495... Generator Loss: 0.8565
Epoch 6/10... Discriminator Loss: 1.0027... Generator Loss: 0.8378
Epoch 6/10... Discriminator Loss: 1.1748... Generator Loss: 0.6982
Epoch 6/10... Discriminator Loss: 0.8967... Generator Loss: 1.0439
Epoch 6/10... Discriminator Loss: 0.9756... Generator Loss: 0.9547
Epoch 6/10... Discriminator Loss: 1.1133... Generator Loss: 0.7680
Epoch 6/10... Discriminator Loss: 0.7792... Generator Loss: 1.1976
Epoch 6/10... Discriminator Loss: 1.0889... Generator Loss: 0.8116
Epoch 6/10... Discriminator Loss: 1.1743... Generator Loss: 0.8500
Epoch 6/10... Discriminator Loss: 0.9772... Generator Loss: 1.0229
Epoch 6/10... Discriminator Loss: 0.9116... Generator Loss: 1.1590
Epoch 6/10... Discriminator Loss: 1.0754... Generator Loss: 0.8297
Epoch 6/10... Discriminator Loss: 0.5859... Generator Loss: 3.2671
Epoch 6/10... Discriminator Loss: 0.8545... Generator Loss: 1.0978
Epoch 6/10... Discriminator Loss: 0.8856... Generator Loss: 1.0426
Epoch 6/10... Discriminator Loss: 0.6515... Generator Loss: 1.4166
Epoch 6/10... Discriminator Loss: 1.3538... Generator Loss: 0.6561
Epoch 6/10... Discriminator Loss: 1.1809... Generator Loss: 0.6986
Epoch 6/10... Discriminator Loss: 0.9662... Generator Loss: 1.4272
Epoch 6/10... Discriminator Loss: 1.4427... Generator Loss: 0.5378
Epoch 6/10... Discriminator Loss: 0.8672... Generator Loss: 1.2015
Epoch 6/10... Discriminator Loss: 2.2162... Generator Loss: 0.1995
Epoch 6/10... Discriminator Loss: 1.0896... Generator Loss: 0.8650
Epoch 6/10... Discriminator Loss: 0.8846... Generator Loss: 1.0474
Epoch 6/10... Discriminator Loss: 0.4825... Generator Loss: 2.9532
Epoch 6/10... Discriminator Loss: 0.7136... Generator Loss: 1.8073
Epoch 6/10... Discriminator Loss: 0.7680... Generator Loss: 1.5301
Epoch 6/10... Discriminator Loss: 0.9952... Generator Loss: 0.8287
Epoch 6/10... Discriminator Loss: 0.6499... Generator Loss: 1.7294
Epoch 6/10... Discriminator Loss: 0.8201... Generator Loss: 1.1680
Epoch 6/10... Discriminator Loss: 1.0380... Generator Loss: 0.8649
Epoch 6/10... Discriminator Loss: 0.6138... Generator Loss: 1.6760
Epoch 6/10... Discriminator Loss: 0.6763... Generator Loss: 1.4780
Epoch 6/10... Discriminator Loss: 1.0693... Generator Loss: 0.7315
Epoch 6/10... Discriminator Loss: 1.0875... Generator Loss: 0.7267
Epoch 6/10... Discriminator Loss: 1.0263... Generator Loss: 0.8173
Epoch 6/10... Discriminator Loss: 1.0884... Generator Loss: 0.8247
Epoch 6/10... Discriminator Loss: 0.6407... Generator Loss: 1.9388
Epoch 6/10... Discriminator Loss: 1.0439... Generator Loss: 0.8068
Epoch 6/10... Discriminator Loss: 1.2873... Generator Loss: 0.5985
Epoch 6/10... Discriminator Loss: 0.9031... Generator Loss: 1.0566
Epoch 6/10... Discriminator Loss: 0.7877... Generator Loss: 1.2326
Epoch 6/10... Discriminator Loss: 0.7038... Generator Loss: 1.5191
Epoch 6/10... Discriminator Loss: 1.1463... Generator Loss: 0.6635
Epoch 6/10... Discriminator Loss: 1.4779... Generator Loss: 0.5619
Epoch 6/10... Discriminator Loss: 1.1315... Generator Loss: 0.8538
Epoch 6/10... Discriminator Loss: 0.8505... Generator Loss: 1.2370
Epoch 6/10... Discriminator Loss: 0.8706... Generator Loss: 1.1428
Epoch 6/10... Discriminator Loss: 0.8972... Generator Loss: 1.2205
Epoch 6/10... Discriminator Loss: 0.9349... Generator Loss: 1.0109
Epoch 6/10... Discriminator Loss: 0.9173... Generator Loss: 1.1486
Epoch 6/10... Discriminator Loss: 0.7374... Generator Loss: 1.4816
Epoch 6/10... Discriminator Loss: 0.9587... Generator Loss: 0.8940
Epoch 6/10... Discriminator Loss: 0.9768... Generator Loss: 0.9616
Epoch 6/10... Discriminator Loss: 0.9872... Generator Loss: 0.9070
Epoch 6/10... Discriminator Loss: 0.6981... Generator Loss: 1.4519
Epoch 6/10... Discriminator Loss: 0.8118... Generator Loss: 1.0767
Epoch 6/10... Discriminator Loss: 1.0991... Generator Loss: 0.7682
Epoch 6/10... Discriminator Loss: 0.8622... Generator Loss: 1.0665
Epoch 6/10... Discriminator Loss: 0.9186... Generator Loss: 1.3658
Epoch 6/10... Discriminator Loss: 1.0541... Generator Loss: 0.9754
Epoch 6/10... Discriminator Loss: 1.0167... Generator Loss: 0.9444
Epoch 6/10... Discriminator Loss: 1.3945... Generator Loss: 0.5002
Epoch 6/10... Discriminator Loss: 0.7898... Generator Loss: 1.1865
Epoch 6/10... Discriminator Loss: 0.6970... Generator Loss: 1.5420
Epoch 6/10... Discriminator Loss: 0.7120... Generator Loss: 1.4254
Epoch 6/10... Discriminator Loss: 0.7367... Generator Loss: 1.4495
Epoch 6/10... Discriminator Loss: 0.6960... Generator Loss: 1.4439
Epoch 6/10... Discriminator Loss: 0.9676... Generator Loss: 0.9990
Epoch 6/10... Discriminator Loss: 1.6792... Generator Loss: 0.4212
Epoch 6/10... Discriminator Loss: 0.9554... Generator Loss: 0.9793
Epoch 6/10... Discriminator Loss: 0.7913... Generator Loss: 1.3430
Epoch 6/10... Discriminator Loss: 0.7966... Generator Loss: 1.4412
Epoch 6/10... Discriminator Loss: 0.8734... Generator Loss: 1.0566
Epoch 6/10... Discriminator Loss: 1.0743... Generator Loss: 0.9067
Epoch 6/10... Discriminator Loss: 1.2645... Generator Loss: 0.6395
Epoch 6/10... Discriminator Loss: 1.0314... Generator Loss: 1.0694
Epoch 6/10... Discriminator Loss: 0.6028... Generator Loss: 1.6035
Epoch 6/10... Discriminator Loss: 1.0446... Generator Loss: 1.0879
Epoch 6/10... Discriminator Loss: 0.7358... Generator Loss: 1.3160
Epoch 6/10... Discriminator Loss: 0.7318... Generator Loss: 1.5853
Epoch 6/10... Discriminator Loss: 0.7615... Generator Loss: 1.4710
Epoch 6/10... Discriminator Loss: 0.8653... Generator Loss: 1.0426
Epoch 6/10... Discriminator Loss: 0.9911... Generator Loss: 1.3783
Epoch 6/10... Discriminator Loss: 1.0965... Generator Loss: 0.7769
Epoch 6/10... Discriminator Loss: 1.5919... Generator Loss: 0.4005
Epoch 6/10... Discriminator Loss: 0.8219... Generator Loss: 1.0543
Epoch 6/10... Discriminator Loss: 1.1356... Generator Loss: 0.7541
Epoch 6/10... Discriminator Loss: 1.0312... Generator Loss: 0.8801
Epoch 6/10... Discriminator Loss: 1.3656... Generator Loss: 0.4885
Epoch 6/10... Discriminator Loss: 1.1191... Generator Loss: 0.7365
Epoch 6/10... Discriminator Loss: 0.7268... Generator Loss: 1.4469
Epoch 6/10... Discriminator Loss: 0.9535... Generator Loss: 1.0316
Epoch 6/10... Discriminator Loss: 0.9730... Generator Loss: 1.0865
Epoch 6/10... Discriminator Loss: 1.3370... Generator Loss: 0.5245
Epoch 6/10... Discriminator Loss: 0.8905... Generator Loss: 1.0016
Epoch 6/10... Discriminator Loss: 0.7322... Generator Loss: 1.2664
Epoch 6/10... Discriminator Loss: 0.9164... Generator Loss: 1.1102
Epoch 6/10... Discriminator Loss: 0.9913... Generator Loss: 0.8284
Epoch 6/10... Discriminator Loss: 0.7104... Generator Loss: 1.3842
Epoch 6/10... Discriminator Loss: 0.8871... Generator Loss: 1.0870
Epoch 6/10... Discriminator Loss: 0.9790... Generator Loss: 0.8858
Epoch 6/10... Discriminator Loss: 0.9504... Generator Loss: 0.8440
Epoch 6/10... Discriminator Loss: 0.7575... Generator Loss: 1.8059
Epoch 6/10... Discriminator Loss: 1.1078... Generator Loss: 0.7730
Epoch 6/10... Discriminator Loss: 1.3815... Generator Loss: 0.5338
Epoch 6/10... Discriminator Loss: 1.0604... Generator Loss: 0.7696
Epoch 6/10... Discriminator Loss: 1.3272... Generator Loss: 0.5643
Epoch 6/10... Discriminator Loss: 0.7030... Generator Loss: 1.4710
Epoch 6/10... Discriminator Loss: 0.8353... Generator Loss: 1.2786
Epoch 6/10... Discriminator Loss: 0.9313... Generator Loss: 1.0405
Epoch 6/10... Discriminator Loss: 1.4406... Generator Loss: 0.6046
Epoch 6/10... Discriminator Loss: 0.8507... Generator Loss: 1.2615
Epoch 6/10... Discriminator Loss: 0.7224... Generator Loss: 1.5410
Epoch 6/10... Discriminator Loss: 1.1108... Generator Loss: 0.7790
Epoch 6/10... Discriminator Loss: 0.7926... Generator Loss: 1.2614
Epoch 6/10... Discriminator Loss: 0.7492... Generator Loss: 1.4239
Epoch 6/10... Discriminator Loss: 0.8195... Generator Loss: 1.0574
Epoch 6/10... Discriminator Loss: 1.0725... Generator Loss: 0.7913
Epoch 6/10... Discriminator Loss: 1.2527... Generator Loss: 0.7899
Epoch 6/10... Discriminator Loss: 0.9450... Generator Loss: 1.0687
Epoch 6/10... Discriminator Loss: 0.7366... Generator Loss: 1.3427
Epoch 6/10... Discriminator Loss: 0.7920... Generator Loss: 1.1768
Epoch 6/10... Discriminator Loss: 0.5997... Generator Loss: 1.6191
Epoch 6/10... Discriminator Loss: 0.7821... Generator Loss: 1.2369
Epoch 6/10... Discriminator Loss: 0.6671... Generator Loss: 1.4571
Epoch 6/10... Discriminator Loss: 0.9154... Generator Loss: 1.0536
Epoch 6/10... Discriminator Loss: 0.6464... Generator Loss: 1.4914
Epoch 6/10... Discriminator Loss: 0.5816... Generator Loss: 2.1627
Epoch 6/10... Discriminator Loss: 0.8000... Generator Loss: 1.2455
Epoch 6/10... Discriminator Loss: 1.0372... Generator Loss: 0.7833
Epoch 6/10... Discriminator Loss: 0.6762... Generator Loss: 1.4296
Epoch 6/10... Discriminator Loss: 1.2047... Generator Loss: 0.6033
Epoch 6/10... Discriminator Loss: 0.9037... Generator Loss: 1.2287
Epoch 6/10... Discriminator Loss: 0.8104... Generator Loss: 1.4205
Epoch 6/10... Discriminator Loss: 0.6122... Generator Loss: 1.9240
Epoch 6/10... Discriminator Loss: 0.8369... Generator Loss: 1.1281
Epoch 6/10... Discriminator Loss: 0.8526... Generator Loss: 1.1311
Epoch 6/10... Discriminator Loss: 0.6656... Generator Loss: 1.7075
Epoch 6/10... Discriminator Loss: 0.9348... Generator Loss: 1.1005
Epoch 6/10... Discriminator Loss: 0.5858... Generator Loss: 1.7043
Epoch 6/10... Discriminator Loss: 0.5973... Generator Loss: 1.7897
Epoch 6/10... Discriminator Loss: 1.3482... Generator Loss: 0.5822
Epoch 6/10... Discriminator Loss: 0.6269... Generator Loss: 2.6384
Epoch 6/10... Discriminator Loss: 0.7377... Generator Loss: 1.4184
Epoch 7/10... Discriminator Loss: 0.7372... Generator Loss: 1.3705
Epoch 7/10... Discriminator Loss: 0.8024... Generator Loss: 1.1169
Epoch 7/10... Discriminator Loss: 1.2776... Generator Loss: 0.5951
Epoch 7/10... Discriminator Loss: 0.7952... Generator Loss: 1.2800
Epoch 7/10... Discriminator Loss: 0.6126... Generator Loss: 1.6821
Epoch 7/10... Discriminator Loss: 0.8650... Generator Loss: 1.2743
Epoch 7/10... Discriminator Loss: 1.1390... Generator Loss: 0.6908
Epoch 7/10... Discriminator Loss: 1.1961... Generator Loss: 0.6748
Epoch 7/10... Discriminator Loss: 0.9509... Generator Loss: 1.0598
Epoch 7/10... Discriminator Loss: 1.1060... Generator Loss: 0.7720
Epoch 7/10... Discriminator Loss: 1.2079... Generator Loss: 0.6291
Epoch 7/10... Discriminator Loss: 0.8721... Generator Loss: 1.0508
Epoch 7/10... Discriminator Loss: 1.0442... Generator Loss: 0.7952
Epoch 7/10... Discriminator Loss: 0.6756... Generator Loss: 1.8205
Epoch 7/10... Discriminator Loss: 0.6491... Generator Loss: 1.4651
Epoch 7/10... Discriminator Loss: 1.0404... Generator Loss: 0.7547
Epoch 7/10... Discriminator Loss: 1.4136... Generator Loss: 0.4598
Epoch 7/10... Discriminator Loss: 0.8626... Generator Loss: 1.1366
Epoch 7/10... Discriminator Loss: 1.4702... Generator Loss: 0.4889
Epoch 7/10... Discriminator Loss: 0.7070... Generator Loss: 1.6399
Epoch 7/10... Discriminator Loss: 0.9123... Generator Loss: 1.0663
Epoch 7/10... Discriminator Loss: 1.2987... Generator Loss: 0.6040
Epoch 7/10... Discriminator Loss: 1.2084... Generator Loss: 0.6310
Epoch 7/10... Discriminator Loss: 1.2937... Generator Loss: 0.5565
Epoch 7/10... Discriminator Loss: 0.8299... Generator Loss: 1.7514
Epoch 7/10... Discriminator Loss: 0.9226... Generator Loss: 1.1398
Epoch 7/10... Discriminator Loss: 0.9353... Generator Loss: 1.1745
Epoch 7/10... Discriminator Loss: 0.8236... Generator Loss: 1.2399
Epoch 7/10... Discriminator Loss: 0.7422... Generator Loss: 1.3190
Epoch 7/10... Discriminator Loss: 0.8229... Generator Loss: 1.1306
Epoch 7/10... Discriminator Loss: 0.7465... Generator Loss: 1.5875
Epoch 7/10... Discriminator Loss: 0.8597... Generator Loss: 1.0206
Epoch 7/10... Discriminator Loss: 0.5998... Generator Loss: 1.9012
Epoch 7/10... Discriminator Loss: 0.5288... Generator Loss: 2.1052
Epoch 7/10... Discriminator Loss: 1.1036... Generator Loss: 0.8575
Epoch 7/10... Discriminator Loss: 0.9723... Generator Loss: 0.8817
Epoch 7/10... Discriminator Loss: 0.7528... Generator Loss: 1.4452
Epoch 7/10... Discriminator Loss: 0.9000... Generator Loss: 1.0553
Epoch 7/10... Discriminator Loss: 1.2638... Generator Loss: 0.5882
Epoch 7/10... Discriminator Loss: 0.9386... Generator Loss: 1.0219
Epoch 7/10... Discriminator Loss: 0.6506... Generator Loss: 1.7525
Epoch 7/10... Discriminator Loss: 1.2503... Generator Loss: 0.6619
Epoch 7/10... Discriminator Loss: 0.8554... Generator Loss: 1.0020
Epoch 7/10... Discriminator Loss: 0.5512... Generator Loss: 1.9479
Epoch 7/10... Discriminator Loss: 1.0601... Generator Loss: 0.8660
Epoch 7/10... Discriminator Loss: 0.5077... Generator Loss: 2.3604
Epoch 7/10... Discriminator Loss: 1.3525... Generator Loss: 0.5373
Epoch 7/10... Discriminator Loss: 1.3115... Generator Loss: 0.5873
Epoch 7/10... Discriminator Loss: 0.7859... Generator Loss: 1.4257
Epoch 7/10... Discriminator Loss: 0.7393... Generator Loss: 1.3800
Epoch 7/10... Discriminator Loss: 1.5085... Generator Loss: 0.5167
Epoch 7/10... Discriminator Loss: 1.2261... Generator Loss: 0.6077
Epoch 7/10... Discriminator Loss: 1.1301... Generator Loss: 0.7414
Epoch 7/10... Discriminator Loss: 1.0505... Generator Loss: 0.8260
Epoch 7/10... Discriminator Loss: 0.9541... Generator Loss: 0.9203
Epoch 7/10... Discriminator Loss: 1.0498... Generator Loss: 0.7623
Epoch 7/10... Discriminator Loss: 0.7658... Generator Loss: 1.6028
Epoch 7/10... Discriminator Loss: 1.0295... Generator Loss: 0.9324
Epoch 7/10... Discriminator Loss: 0.8738... Generator Loss: 1.0955
Epoch 7/10... Discriminator Loss: 0.6939... Generator Loss: 1.4315
Epoch 7/10... Discriminator Loss: 0.8228... Generator Loss: 1.2890
Epoch 7/10... Discriminator Loss: 0.7720... Generator Loss: 1.2424
Epoch 7/10... Discriminator Loss: 0.8551... Generator Loss: 0.9953
Epoch 7/10... Discriminator Loss: 1.4717... Generator Loss: 0.4639
Epoch 7/10... Discriminator Loss: 0.8991... Generator Loss: 1.0193
Epoch 7/10... Discriminator Loss: 0.8729... Generator Loss: 1.1684
Epoch 7/10... Discriminator Loss: 1.0986... Generator Loss: 0.7898
Epoch 7/10... Discriminator Loss: 1.0953... Generator Loss: 0.7830
Epoch 7/10... Discriminator Loss: 0.9271... Generator Loss: 1.6541
Epoch 7/10... Discriminator Loss: 0.7212... Generator Loss: 1.4960
Epoch 7/10... Discriminator Loss: 0.7987... Generator Loss: 1.2280
Epoch 7/10... Discriminator Loss: 1.1620... Generator Loss: 0.6892
Epoch 7/10... Discriminator Loss: 1.8801... Generator Loss: 0.2931
Epoch 7/10... Discriminator Loss: 1.0989... Generator Loss: 0.7922
Epoch 7/10... Discriminator Loss: 1.0063... Generator Loss: 0.8457
Epoch 7/10... Discriminator Loss: 0.6976... Generator Loss: 1.9808
Epoch 7/10... Discriminator Loss: 1.1040... Generator Loss: 0.7519
Epoch 7/10... Discriminator Loss: 1.0374... Generator Loss: 0.8353
Epoch 7/10... Discriminator Loss: 0.9299... Generator Loss: 1.0232
Epoch 7/10... Discriminator Loss: 0.8299... Generator Loss: 1.1015
Epoch 7/10... Discriminator Loss: 0.7029... Generator Loss: 1.3174
Epoch 7/10... Discriminator Loss: 1.3672... Generator Loss: 0.8824
Epoch 7/10... Discriminator Loss: 0.7534... Generator Loss: 1.1648
Epoch 7/10... Discriminator Loss: 0.8422... Generator Loss: 1.2547
Epoch 7/10... Discriminator Loss: 1.1027... Generator Loss: 0.9401
Epoch 7/10... Discriminator Loss: 0.7651... Generator Loss: 1.4527
Epoch 7/10... Discriminator Loss: 1.3568... Generator Loss: 0.5648
Epoch 7/10... Discriminator Loss: 0.9912... Generator Loss: 0.9762
Epoch 7/10... Discriminator Loss: 0.9026... Generator Loss: 1.1078
Epoch 7/10... Discriminator Loss: 0.7899... Generator Loss: 1.1552
Epoch 7/10... Discriminator Loss: 0.7872... Generator Loss: 1.4374
Epoch 7/10... Discriminator Loss: 0.7787... Generator Loss: 1.2843
Epoch 7/10... Discriminator Loss: 1.1220... Generator Loss: 0.7933
Epoch 7/10... Discriminator Loss: 0.9799... Generator Loss: 0.9743
Epoch 7/10... Discriminator Loss: 1.2206... Generator Loss: 0.6437
Epoch 7/10... Discriminator Loss: 0.8357... Generator Loss: 1.1512
Epoch 7/10... Discriminator Loss: 0.8374... Generator Loss: 1.2281
Epoch 7/10... Discriminator Loss: 0.6938... Generator Loss: 1.4047
Epoch 7/10... Discriminator Loss: 0.9156... Generator Loss: 0.9563
Epoch 7/10... Discriminator Loss: 0.9009... Generator Loss: 1.3185
Epoch 7/10... Discriminator Loss: 0.7692... Generator Loss: 1.3493
Epoch 7/10... Discriminator Loss: 1.2991... Generator Loss: 0.5492
Epoch 7/10... Discriminator Loss: 0.6051... Generator Loss: 1.6369
Epoch 7/10... Discriminator Loss: 1.2722... Generator Loss: 0.6113
Epoch 7/10... Discriminator Loss: 0.9032... Generator Loss: 1.0519
Epoch 7/10... Discriminator Loss: 1.0294... Generator Loss: 0.7889
Epoch 7/10... Discriminator Loss: 1.0171... Generator Loss: 0.8557
Epoch 7/10... Discriminator Loss: 0.9114... Generator Loss: 0.9074
Epoch 7/10... Discriminator Loss: 0.7551... Generator Loss: 1.2341
Epoch 7/10... Discriminator Loss: 0.9137... Generator Loss: 1.1378
Epoch 7/10... Discriminator Loss: 1.0911... Generator Loss: 1.0496
Epoch 7/10... Discriminator Loss: 1.0605... Generator Loss: 0.8200
Epoch 7/10... Discriminator Loss: 0.8865... Generator Loss: 1.1035
Epoch 7/10... Discriminator Loss: 1.1558... Generator Loss: 0.6663
Epoch 7/10... Discriminator Loss: 1.0379... Generator Loss: 0.8396
Epoch 7/10... Discriminator Loss: 1.2535... Generator Loss: 0.5914
Epoch 7/10... Discriminator Loss: 0.7189... Generator Loss: 1.7174
Epoch 7/10... Discriminator Loss: 1.5316... Generator Loss: 0.4345
Epoch 7/10... Discriminator Loss: 0.6290... Generator Loss: 1.5135
Epoch 7/10... Discriminator Loss: 0.8701... Generator Loss: 1.1922
Epoch 7/10... Discriminator Loss: 0.7588... Generator Loss: 1.4189
Epoch 7/10... Discriminator Loss: 0.9971... Generator Loss: 0.7983
Epoch 7/10... Discriminator Loss: 1.5166... Generator Loss: 0.4230
Epoch 7/10... Discriminator Loss: 1.3412... Generator Loss: 0.5355
Epoch 7/10... Discriminator Loss: 0.9147... Generator Loss: 0.9962
Epoch 7/10... Discriminator Loss: 1.0906... Generator Loss: 0.7818
Epoch 7/10... Discriminator Loss: 0.9698... Generator Loss: 1.7302
Epoch 7/10... Discriminator Loss: 1.6927... Generator Loss: 0.3487
Epoch 7/10... Discriminator Loss: 0.8904... Generator Loss: 1.0368
Epoch 7/10... Discriminator Loss: 1.0138... Generator Loss: 0.8214
Epoch 7/10... Discriminator Loss: 0.8788... Generator Loss: 1.0739
Epoch 7/10... Discriminator Loss: 0.8326... Generator Loss: 1.1242
Epoch 7/10... Discriminator Loss: 0.9837... Generator Loss: 0.8692
Epoch 7/10... Discriminator Loss: 0.8033... Generator Loss: 1.3335
Epoch 7/10... Discriminator Loss: 0.8899... Generator Loss: 1.1742
Epoch 7/10... Discriminator Loss: 1.1807... Generator Loss: 0.7956
Epoch 7/10... Discriminator Loss: 0.9382... Generator Loss: 0.9893
Epoch 7/10... Discriminator Loss: 1.2038... Generator Loss: 0.6386
Epoch 7/10... Discriminator Loss: 0.8087... Generator Loss: 1.1308
Epoch 7/10... Discriminator Loss: 1.0110... Generator Loss: 0.8689
Epoch 7/10... Discriminator Loss: 1.3050... Generator Loss: 0.5879
Epoch 7/10... Discriminator Loss: 1.1147... Generator Loss: 1.1066
Epoch 7/10... Discriminator Loss: 0.6335... Generator Loss: 2.1063
Epoch 7/10... Discriminator Loss: 1.0289... Generator Loss: 0.8279
Epoch 7/10... Discriminator Loss: 0.7898... Generator Loss: 1.3527
Epoch 7/10... Discriminator Loss: 1.9280... Generator Loss: 0.3124
Epoch 7/10... Discriminator Loss: 1.2451... Generator Loss: 0.6639
Epoch 7/10... Discriminator Loss: 0.7161... Generator Loss: 1.3292
Epoch 7/10... Discriminator Loss: 0.8389... Generator Loss: 1.0962
Epoch 7/10... Discriminator Loss: 0.6739... Generator Loss: 1.6948
Epoch 7/10... Discriminator Loss: 1.1395... Generator Loss: 0.7399
Epoch 7/10... Discriminator Loss: 0.9012... Generator Loss: 1.6453
Epoch 7/10... Discriminator Loss: 0.8173... Generator Loss: 1.2100
Epoch 7/10... Discriminator Loss: 1.3132... Generator Loss: 0.5288
Epoch 7/10... Discriminator Loss: 1.2673... Generator Loss: 0.5842
Epoch 7/10... Discriminator Loss: 0.8270... Generator Loss: 1.1510
Epoch 7/10... Discriminator Loss: 0.5967... Generator Loss: 2.7057
Epoch 7/10... Discriminator Loss: 1.2666... Generator Loss: 0.5801
Epoch 7/10... Discriminator Loss: 0.7944... Generator Loss: 1.2396
Epoch 7/10... Discriminator Loss: 0.9790... Generator Loss: 1.0571
Epoch 7/10... Discriminator Loss: 1.0280... Generator Loss: 0.8242
Epoch 7/10... Discriminator Loss: 0.9614... Generator Loss: 1.1030
Epoch 7/10... Discriminator Loss: 1.3932... Generator Loss: 0.5366
Epoch 7/10... Discriminator Loss: 1.0714... Generator Loss: 0.8576
Epoch 7/10... Discriminator Loss: 0.5994... Generator Loss: 1.6650
Epoch 7/10... Discriminator Loss: 0.9887... Generator Loss: 0.9283
Epoch 7/10... Discriminator Loss: 1.1787... Generator Loss: 0.8242
Epoch 7/10... Discriminator Loss: 0.9826... Generator Loss: 0.8427
Epoch 7/10... Discriminator Loss: 0.9379... Generator Loss: 1.0415
Epoch 7/10... Discriminator Loss: 0.8484... Generator Loss: 1.0571
Epoch 7/10... Discriminator Loss: 0.9044... Generator Loss: 0.9923
Epoch 7/10... Discriminator Loss: 1.2473... Generator Loss: 0.6552
Epoch 7/10... Discriminator Loss: 0.5460... Generator Loss: 2.0044
Epoch 7/10... Discriminator Loss: 1.0134... Generator Loss: 0.9200
Epoch 7/10... Discriminator Loss: 0.6211... Generator Loss: 1.6179
Epoch 7/10... Discriminator Loss: 0.5402... Generator Loss: 2.4044
Epoch 7/10... Discriminator Loss: 1.3474... Generator Loss: 0.5369
Epoch 7/10... Discriminator Loss: 1.1718... Generator Loss: 0.6975
Epoch 7/10... Discriminator Loss: 0.5497... Generator Loss: 2.0295
Epoch 7/10... Discriminator Loss: 1.4010... Generator Loss: 0.5044
Epoch 7/10... Discriminator Loss: 0.9750... Generator Loss: 0.8514
Epoch 7/10... Discriminator Loss: 0.5329... Generator Loss: 2.0050
Epoch 7/10... Discriminator Loss: 0.7019... Generator Loss: 2.5276
Epoch 7/10... Discriminator Loss: 1.2475... Generator Loss: 0.6266
Epoch 7/10... Discriminator Loss: 0.8073... Generator Loss: 1.1421
Epoch 7/10... Discriminator Loss: 1.3755... Generator Loss: 0.4980
Epoch 7/10... Discriminator Loss: 0.9305... Generator Loss: 1.2080
Epoch 7/10... Discriminator Loss: 0.7697... Generator Loss: 1.1998
Epoch 7/10... Discriminator Loss: 1.3219... Generator Loss: 0.5890
Epoch 7/10... Discriminator Loss: 0.7427... Generator Loss: 1.3961
Epoch 7/10... Discriminator Loss: 1.1012... Generator Loss: 0.7873
Epoch 7/10... Discriminator Loss: 0.8516... Generator Loss: 1.0656
Epoch 7/10... Discriminator Loss: 1.2884... Generator Loss: 0.6600
Epoch 7/10... Discriminator Loss: 1.2316... Generator Loss: 0.6580
Epoch 7/10... Discriminator Loss: 0.5838... Generator Loss: 1.9186
Epoch 7/10... Discriminator Loss: 1.1788... Generator Loss: 0.7163
Epoch 7/10... Discriminator Loss: 0.7764... Generator Loss: 1.2577
Epoch 7/10... Discriminator Loss: 1.0113... Generator Loss: 0.9444
Epoch 7/10... Discriminator Loss: 0.9889... Generator Loss: 0.8362
Epoch 7/10... Discriminator Loss: 0.9737... Generator Loss: 0.8849
Epoch 7/10... Discriminator Loss: 1.2846... Generator Loss: 0.5847
Epoch 7/10... Discriminator Loss: 0.9351... Generator Loss: 1.1669
Epoch 7/10... Discriminator Loss: 1.2122... Generator Loss: 0.6623
Epoch 7/10... Discriminator Loss: 1.0970... Generator Loss: 0.6822
Epoch 7/10... Discriminator Loss: 1.0615... Generator Loss: 1.7026
Epoch 7/10... Discriminator Loss: 0.9408... Generator Loss: 0.8815
Epoch 7/10... Discriminator Loss: 0.6068... Generator Loss: 1.7952
Epoch 7/10... Discriminator Loss: 1.0733... Generator Loss: 0.7589
Epoch 7/10... Discriminator Loss: 0.9043... Generator Loss: 1.2525
Epoch 7/10... Discriminator Loss: 1.0174... Generator Loss: 1.0788
Epoch 7/10... Discriminator Loss: 1.6077... Generator Loss: 0.4397
Epoch 7/10... Discriminator Loss: 1.2582... Generator Loss: 0.7057
Epoch 7/10... Discriminator Loss: 1.0477... Generator Loss: 0.8394
Epoch 7/10... Discriminator Loss: 1.4361... Generator Loss: 0.5096
Epoch 7/10... Discriminator Loss: 0.8454... Generator Loss: 1.0754
Epoch 7/10... Discriminator Loss: 0.9350... Generator Loss: 0.9838
Epoch 7/10... Discriminator Loss: 0.7040... Generator Loss: 1.7384
Epoch 7/10... Discriminator Loss: 0.8008... Generator Loss: 1.1109
Epoch 7/10... Discriminator Loss: 0.5846... Generator Loss: 2.0502
Epoch 7/10... Discriminator Loss: 0.8492... Generator Loss: 1.0850
Epoch 7/10... Discriminator Loss: 0.5221... Generator Loss: 2.5385
Epoch 7/10... Discriminator Loss: 0.7284... Generator Loss: 1.2799
Epoch 7/10... Discriminator Loss: 0.6983... Generator Loss: 1.5618
Epoch 7/10... Discriminator Loss: 1.1306... Generator Loss: 0.6929
Epoch 7/10... Discriminator Loss: 0.7466... Generator Loss: 1.3095
Epoch 7/10... Discriminator Loss: 0.7793... Generator Loss: 1.2297
Epoch 7/10... Discriminator Loss: 1.0679... Generator Loss: 1.0699
Epoch 7/10... Discriminator Loss: 1.5481... Generator Loss: 0.4210
Epoch 7/10... Discriminator Loss: 1.0145... Generator Loss: 0.8270
Epoch 7/10... Discriminator Loss: 1.2200... Generator Loss: 0.6483
Epoch 7/10... Discriminator Loss: 0.8186... Generator Loss: 1.1516
Epoch 7/10... Discriminator Loss: 1.2485... Generator Loss: 0.6479
Epoch 7/10... Discriminator Loss: 0.8210... Generator Loss: 1.1353
Epoch 7/10... Discriminator Loss: 1.0255... Generator Loss: 0.9580
Epoch 7/10... Discriminator Loss: 0.8495... Generator Loss: 1.7376
Epoch 7/10... Discriminator Loss: 1.0900... Generator Loss: 0.8039
Epoch 7/10... Discriminator Loss: 0.8015... Generator Loss: 1.1779
Epoch 7/10... Discriminator Loss: 1.0561... Generator Loss: 0.8116
Epoch 7/10... Discriminator Loss: 0.7624... Generator Loss: 1.2754
Epoch 7/10... Discriminator Loss: 1.1371... Generator Loss: 0.7781
Epoch 7/10... Discriminator Loss: 0.9255... Generator Loss: 1.1481
Epoch 7/10... Discriminator Loss: 1.4568... Generator Loss: 0.4605
Epoch 7/10... Discriminator Loss: 0.7807... Generator Loss: 1.2090
Epoch 7/10... Discriminator Loss: 0.9815... Generator Loss: 0.8186
Epoch 7/10... Discriminator Loss: 0.7356... Generator Loss: 1.3881
Epoch 7/10... Discriminator Loss: 1.0668... Generator Loss: 0.7849
Epoch 7/10... Discriminator Loss: 0.9960... Generator Loss: 1.2253
Epoch 7/10... Discriminator Loss: 0.9725... Generator Loss: 0.9430
Epoch 7/10... Discriminator Loss: 0.9801... Generator Loss: 0.9704
Epoch 7/10... Discriminator Loss: 0.9286... Generator Loss: 1.0070
Epoch 7/10... Discriminator Loss: 0.9834... Generator Loss: 1.0692
Epoch 7/10... Discriminator Loss: 0.5948... Generator Loss: 1.7906
Epoch 7/10... Discriminator Loss: 0.6439... Generator Loss: 1.8755
Epoch 7/10... Discriminator Loss: 0.8820... Generator Loss: 0.9952
Epoch 7/10... Discriminator Loss: 1.1260... Generator Loss: 0.7896
Epoch 7/10... Discriminator Loss: 0.7605... Generator Loss: 1.2138
Epoch 7/10... Discriminator Loss: 0.8978... Generator Loss: 1.5568
Epoch 7/10... Discriminator Loss: 0.7368... Generator Loss: 1.3787
Epoch 7/10... Discriminator Loss: 0.9217... Generator Loss: 1.0702
Epoch 7/10... Discriminator Loss: 0.6190... Generator Loss: 1.7223
Epoch 7/10... Discriminator Loss: 0.6467... Generator Loss: 1.6787
Epoch 7/10... Discriminator Loss: 1.1878... Generator Loss: 0.7243
Epoch 7/10... Discriminator Loss: 0.5566... Generator Loss: 2.0018
Epoch 7/10... Discriminator Loss: 0.7863... Generator Loss: 1.3060
Epoch 7/10... Discriminator Loss: 1.0288... Generator Loss: 0.8681
Epoch 7/10... Discriminator Loss: 0.9698... Generator Loss: 0.8866
Epoch 7/10... Discriminator Loss: 0.8155... Generator Loss: 1.1466
Epoch 7/10... Discriminator Loss: 1.0603... Generator Loss: 0.7757
Epoch 7/10... Discriminator Loss: 0.9231... Generator Loss: 0.9685
Epoch 7/10... Discriminator Loss: 1.4103... Generator Loss: 0.4826
Epoch 7/10... Discriminator Loss: 0.8813... Generator Loss: 1.0235
Epoch 7/10... Discriminator Loss: 0.6556... Generator Loss: 3.1304
Epoch 7/10... Discriminator Loss: 0.7317... Generator Loss: 1.4895
Epoch 7/10... Discriminator Loss: 0.8075... Generator Loss: 1.1903
Epoch 7/10... Discriminator Loss: 0.8483... Generator Loss: 1.3989
Epoch 7/10... Discriminator Loss: 1.2377... Generator Loss: 0.7744
Epoch 7/10... Discriminator Loss: 0.8711... Generator Loss: 1.1257
Epoch 7/10... Discriminator Loss: 0.9220... Generator Loss: 1.0765
Epoch 7/10... Discriminator Loss: 1.3097... Generator Loss: 0.5765
Epoch 7/10... Discriminator Loss: 0.5450... Generator Loss: 2.3230
Epoch 7/10... Discriminator Loss: 1.1211... Generator Loss: 0.7153
Epoch 7/10... Discriminator Loss: 0.7014... Generator Loss: 1.4944
Epoch 7/10... Discriminator Loss: 0.9012... Generator Loss: 1.0487
Epoch 7/10... Discriminator Loss: 0.6357... Generator Loss: 1.6600
Epoch 7/10... Discriminator Loss: 0.8669... Generator Loss: 1.2598
Epoch 7/10... Discriminator Loss: 0.7693... Generator Loss: 1.2280
Epoch 7/10... Discriminator Loss: 0.8706... Generator Loss: 1.0179
Epoch 7/10... Discriminator Loss: 1.1259... Generator Loss: 1.1001
Epoch 7/10... Discriminator Loss: 1.0362... Generator Loss: 0.7728
Epoch 7/10... Discriminator Loss: 0.7102... Generator Loss: 1.4395
Epoch 7/10... Discriminator Loss: 1.0094... Generator Loss: 0.8564
Epoch 7/10... Discriminator Loss: 0.7961... Generator Loss: 1.3424
Epoch 7/10... Discriminator Loss: 0.9794... Generator Loss: 0.9549
Epoch 7/10... Discriminator Loss: 0.8507... Generator Loss: 1.0897
Epoch 7/10... Discriminator Loss: 0.7095... Generator Loss: 1.3829
Epoch 7/10... Discriminator Loss: 0.8900... Generator Loss: 0.9832
Epoch 7/10... Discriminator Loss: 0.9893... Generator Loss: 1.0746
Epoch 7/10... Discriminator Loss: 1.2208... Generator Loss: 0.6690
Epoch 7/10... Discriminator Loss: 0.8751... Generator Loss: 1.0096
Epoch 7/10... Discriminator Loss: 1.0556... Generator Loss: 0.7576
Epoch 7/10... Discriminator Loss: 1.3203... Generator Loss: 0.5552
Epoch 7/10... Discriminator Loss: 0.7618... Generator Loss: 1.2824
Epoch 7/10... Discriminator Loss: 0.6975... Generator Loss: 1.3688
Epoch 7/10... Discriminator Loss: 0.9211... Generator Loss: 0.9365
Epoch 7/10... Discriminator Loss: 0.9880... Generator Loss: 0.8954
Epoch 7/10... Discriminator Loss: 0.7135... Generator Loss: 1.5448
Epoch 7/10... Discriminator Loss: 0.7856... Generator Loss: 1.1702
Epoch 7/10... Discriminator Loss: 1.0987... Generator Loss: 0.7059
Epoch 7/10... Discriminator Loss: 0.8950... Generator Loss: 1.0766
Epoch 7/10... Discriminator Loss: 0.5937... Generator Loss: 1.7609
Epoch 7/10... Discriminator Loss: 0.9078... Generator Loss: 1.1810
Epoch 7/10... Discriminator Loss: 1.1638... Generator Loss: 0.7371
Epoch 7/10... Discriminator Loss: 0.9973... Generator Loss: 0.8444
Epoch 7/10... Discriminator Loss: 1.1863... Generator Loss: 0.6897
Epoch 7/10... Discriminator Loss: 1.3444... Generator Loss: 0.5984
Epoch 7/10... Discriminator Loss: 0.9442... Generator Loss: 0.9419
Epoch 8/10... Discriminator Loss: 0.6486... Generator Loss: 1.7195
Epoch 8/10... Discriminator Loss: 0.9473... Generator Loss: 0.9954
Epoch 8/10... Discriminator Loss: 1.1927... Generator Loss: 0.6525
Epoch 8/10... Discriminator Loss: 0.7671... Generator Loss: 1.4250
Epoch 8/10... Discriminator Loss: 0.8356... Generator Loss: 1.2047
Epoch 8/10... Discriminator Loss: 0.9111... Generator Loss: 0.9451
Epoch 8/10... Discriminator Loss: 0.8049... Generator Loss: 1.2800
Epoch 8/10... Discriminator Loss: 1.8728... Generator Loss: 0.2913
Epoch 8/10... Discriminator Loss: 0.8010... Generator Loss: 1.6527
Epoch 8/10... Discriminator Loss: 1.1500... Generator Loss: 0.6988
Epoch 8/10... Discriminator Loss: 0.8072... Generator Loss: 1.4063
Epoch 8/10... Discriminator Loss: 0.7674... Generator Loss: 1.4172
Epoch 8/10... Discriminator Loss: 0.6040... Generator Loss: 1.6999
Epoch 8/10... Discriminator Loss: 1.3709... Generator Loss: 0.4983
Epoch 8/10... Discriminator Loss: 1.2619... Generator Loss: 0.5896
Epoch 8/10... Discriminator Loss: 0.8579... Generator Loss: 1.1516
Epoch 8/10... Discriminator Loss: 0.7072... Generator Loss: 1.4928
Epoch 8/10... Discriminator Loss: 0.8031... Generator Loss: 1.0968
Epoch 8/10... Discriminator Loss: 0.7792... Generator Loss: 1.2438
Epoch 8/10... Discriminator Loss: 1.6578... Generator Loss: 0.3553
Epoch 8/10... Discriminator Loss: 1.0223... Generator Loss: 0.7964
Epoch 8/10... Discriminator Loss: 1.1433... Generator Loss: 0.6981
Epoch 8/10... Discriminator Loss: 1.2541... Generator Loss: 0.6478
Epoch 8/10... Discriminator Loss: 0.6009... Generator Loss: 1.8022
Epoch 8/10... Discriminator Loss: 0.8958... Generator Loss: 1.0613
Epoch 8/10... Discriminator Loss: 0.8892... Generator Loss: 1.0267
Epoch 8/10... Discriminator Loss: 1.2765... Generator Loss: 0.6334
Epoch 8/10... Discriminator Loss: 0.6164... Generator Loss: 1.5740
Epoch 8/10... Discriminator Loss: 1.0122... Generator Loss: 0.8508
Epoch 8/10... Discriminator Loss: 0.8043... Generator Loss: 1.1589
Epoch 8/10... Discriminator Loss: 0.6224... Generator Loss: 1.5924
Epoch 8/10... Discriminator Loss: 0.8425... Generator Loss: 1.0806
Epoch 8/10... Discriminator Loss: 0.7644... Generator Loss: 1.3347
Epoch 8/10... Discriminator Loss: 1.1360... Generator Loss: 0.7971
Epoch 8/10... Discriminator Loss: 0.8937... Generator Loss: 1.3263
Epoch 8/10... Discriminator Loss: 0.8173... Generator Loss: 1.2607
Epoch 8/10... Discriminator Loss: 0.6658... Generator Loss: 1.5953
Epoch 8/10... Discriminator Loss: 1.2452... Generator Loss: 0.6065
Epoch 8/10... Discriminator Loss: 0.8044... Generator Loss: 1.2669
Epoch 8/10... Discriminator Loss: 0.8350... Generator Loss: 1.2149
Epoch 8/10... Discriminator Loss: 1.1514... Generator Loss: 0.7431
Epoch 8/10... Discriminator Loss: 1.2407... Generator Loss: 0.5758
Epoch 8/10... Discriminator Loss: 1.2036... Generator Loss: 0.6475
Epoch 8/10... Discriminator Loss: 0.7326... Generator Loss: 1.7120
Epoch 8/10... Discriminator Loss: 1.3243... Generator Loss: 0.5474
Epoch 8/10... Discriminator Loss: 0.9441... Generator Loss: 0.8739
Epoch 8/10... Discriminator Loss: 0.8296... Generator Loss: 1.1209
Epoch 8/10... Discriminator Loss: 0.9271... Generator Loss: 0.9486
Epoch 8/10... Discriminator Loss: 0.8651... Generator Loss: 1.3657
Epoch 8/10... Discriminator Loss: 0.9382... Generator Loss: 0.9433
Epoch 8/10... Discriminator Loss: 0.8659... Generator Loss: 1.0804
Epoch 8/10... Discriminator Loss: 1.2426... Generator Loss: 0.6235
Epoch 8/10... Discriminator Loss: 0.5940... Generator Loss: 1.9061
Epoch 8/10... Discriminator Loss: 0.7669... Generator Loss: 1.3375
Epoch 8/10... Discriminator Loss: 0.9949... Generator Loss: 0.8096
Epoch 8/10... Discriminator Loss: 0.8163... Generator Loss: 1.1331
Epoch 8/10... Discriminator Loss: 1.0144... Generator Loss: 0.9054
Epoch 8/10... Discriminator Loss: 0.7006... Generator Loss: 1.4222
Epoch 8/10... Discriminator Loss: 0.5805... Generator Loss: 2.0280
Epoch 8/10... Discriminator Loss: 1.6288... Generator Loss: 0.4064
Epoch 8/10... Discriminator Loss: 1.1669... Generator Loss: 0.6750
Epoch 8/10... Discriminator Loss: 1.2605... Generator Loss: 0.5941
Epoch 8/10... Discriminator Loss: 0.7216... Generator Loss: 1.4492
Epoch 8/10... Discriminator Loss: 1.6230... Generator Loss: 0.3902
Epoch 8/10... Discriminator Loss: 0.8703... Generator Loss: 1.1674
Epoch 8/10... Discriminator Loss: 1.4456... Generator Loss: 0.5041
Epoch 8/10... Discriminator Loss: 1.0011... Generator Loss: 0.9452
Epoch 8/10... Discriminator Loss: 0.8382... Generator Loss: 1.0901
Epoch 8/10... Discriminator Loss: 0.9740... Generator Loss: 0.9322
Epoch 8/10... Discriminator Loss: 0.6798... Generator Loss: 1.5040
Epoch 8/10... Discriminator Loss: 0.7746... Generator Loss: 1.2479
Epoch 8/10... Discriminator Loss: 0.8843... Generator Loss: 1.0091
Epoch 8/10... Discriminator Loss: 1.2370... Generator Loss: 0.5867
Epoch 8/10... Discriminator Loss: 0.9258... Generator Loss: 1.0645
Epoch 8/10... Discriminator Loss: 0.7664... Generator Loss: 1.3709
Epoch 8/10... Discriminator Loss: 1.2854... Generator Loss: 0.5900
Epoch 8/10... Discriminator Loss: 0.7644... Generator Loss: 1.2751
Epoch 8/10... Discriminator Loss: 1.0368... Generator Loss: 0.8224
Epoch 8/10... Discriminator Loss: 0.7726... Generator Loss: 1.4203
Epoch 8/10... Discriminator Loss: 0.5676... Generator Loss: 2.1216
Epoch 8/10... Discriminator Loss: 0.6583... Generator Loss: 1.5858
Epoch 8/10... Discriminator Loss: 1.6443... Generator Loss: 0.3617
Epoch 8/10... Discriminator Loss: 0.8288... Generator Loss: 1.1294
Epoch 8/10... Discriminator Loss: 0.6363... Generator Loss: 1.7573
Epoch 8/10... Discriminator Loss: 0.8084... Generator Loss: 1.0706
Epoch 8/10... Discriminator Loss: 0.9955... Generator Loss: 0.8628
Epoch 8/10... Discriminator Loss: 1.0275... Generator Loss: 0.8350
Epoch 8/10... Discriminator Loss: 1.0741... Generator Loss: 0.7618
Epoch 8/10... Discriminator Loss: 1.0807... Generator Loss: 0.7825
Epoch 8/10... Discriminator Loss: 0.8052... Generator Loss: 1.2688
Epoch 8/10... Discriminator Loss: 1.2256... Generator Loss: 0.6560
Epoch 8/10... Discriminator Loss: 1.0631... Generator Loss: 1.0266
Epoch 8/10... Discriminator Loss: 0.8768... Generator Loss: 1.1168
Epoch 8/10... Discriminator Loss: 0.9509... Generator Loss: 0.9459
Epoch 8/10... Discriminator Loss: 0.8584... Generator Loss: 1.0706
Epoch 8/10... Discriminator Loss: 0.7169... Generator Loss: 1.7005
Epoch 8/10... Discriminator Loss: 0.5356... Generator Loss: 2.2320
Epoch 8/10... Discriminator Loss: 0.8259... Generator Loss: 1.1700
Epoch 8/10... Discriminator Loss: 0.8353... Generator Loss: 1.1237
Epoch 8/10... Discriminator Loss: 0.8143... Generator Loss: 1.0881
Epoch 8/10... Discriminator Loss: 1.2791... Generator Loss: 0.6913
Epoch 8/10... Discriminator Loss: 0.9992... Generator Loss: 0.8798
Epoch 8/10... Discriminator Loss: 0.9540... Generator Loss: 0.9247
Epoch 8/10... Discriminator Loss: 0.9005... Generator Loss: 1.4646
Epoch 8/10... Discriminator Loss: 1.5832... Generator Loss: 0.4256
Epoch 8/10... Discriminator Loss: 0.7138... Generator Loss: 1.2363
Epoch 8/10... Discriminator Loss: 1.5144... Generator Loss: 0.4838
Epoch 8/10... Discriminator Loss: 1.0736... Generator Loss: 0.8349
Epoch 8/10... Discriminator Loss: 0.5856... Generator Loss: 2.0160
Epoch 8/10... Discriminator Loss: 0.9427... Generator Loss: 1.0069
Epoch 8/10... Discriminator Loss: 1.1657... Generator Loss: 0.7133
Epoch 8/10... Discriminator Loss: 0.9722... Generator Loss: 0.8949
Epoch 8/10... Discriminator Loss: 1.1959... Generator Loss: 0.6201
Epoch 8/10... Discriminator Loss: 1.0314... Generator Loss: 0.7858
Epoch 8/10... Discriminator Loss: 1.1889... Generator Loss: 0.6961
Epoch 8/10... Discriminator Loss: 1.2401... Generator Loss: 0.6472
Epoch 8/10... Discriminator Loss: 0.7176... Generator Loss: 1.5612
Epoch 8/10... Discriminator Loss: 1.1727... Generator Loss: 0.6391
Epoch 8/10... Discriminator Loss: 0.6331... Generator Loss: 1.9255
Epoch 8/10... Discriminator Loss: 0.5807... Generator Loss: 1.9999
Epoch 8/10... Discriminator Loss: 1.3548... Generator Loss: 0.5796
Epoch 8/10... Discriminator Loss: 1.1366... Generator Loss: 0.7991
Epoch 8/10... Discriminator Loss: 0.7606... Generator Loss: 1.2657
Epoch 8/10... Discriminator Loss: 0.6898... Generator Loss: 1.5207
Epoch 8/10... Discriminator Loss: 0.8185... Generator Loss: 1.3180
Epoch 8/10... Discriminator Loss: 0.6711... Generator Loss: 1.6343
Epoch 8/10... Discriminator Loss: 0.7689... Generator Loss: 1.3154
Epoch 8/10... Discriminator Loss: 0.8651... Generator Loss: 1.1577
Epoch 8/10... Discriminator Loss: 0.8993... Generator Loss: 0.9924
Epoch 8/10... Discriminator Loss: 1.3957... Generator Loss: 0.5327
Epoch 8/10... Discriminator Loss: 0.9188... Generator Loss: 0.9969
Epoch 8/10... Discriminator Loss: 0.9063... Generator Loss: 0.9445
Epoch 8/10... Discriminator Loss: 0.7254... Generator Loss: 1.2662
Epoch 8/10... Discriminator Loss: 1.1855... Generator Loss: 0.6182
Epoch 8/10... Discriminator Loss: 0.6526... Generator Loss: 1.4165
Epoch 8/10... Discriminator Loss: 0.8713... Generator Loss: 1.0595
Epoch 8/10... Discriminator Loss: 1.4298... Generator Loss: 0.4759
Epoch 8/10... Discriminator Loss: 1.3751... Generator Loss: 0.5232
Epoch 8/10... Discriminator Loss: 1.0667... Generator Loss: 0.8249
Epoch 8/10... Discriminator Loss: 0.6315... Generator Loss: 1.7075
Epoch 8/10... Discriminator Loss: 0.8386... Generator Loss: 1.1125
Epoch 8/10... Discriminator Loss: 1.0061... Generator Loss: 0.8971
Epoch 8/10... Discriminator Loss: 1.3696... Generator Loss: 0.5407
Epoch 8/10... Discriminator Loss: 0.8426... Generator Loss: 1.0453
Epoch 8/10... Discriminator Loss: 0.9318... Generator Loss: 1.0310
Epoch 8/10... Discriminator Loss: 0.7661... Generator Loss: 1.1989
Epoch 8/10... Discriminator Loss: 0.8084... Generator Loss: 1.9481
Epoch 8/10... Discriminator Loss: 0.9589... Generator Loss: 1.0462
Epoch 8/10... Discriminator Loss: 0.8935... Generator Loss: 1.1143
Epoch 8/10... Discriminator Loss: 0.9270... Generator Loss: 0.9840
Epoch 8/10... Discriminator Loss: 0.7420... Generator Loss: 1.4306
Epoch 8/10... Discriminator Loss: 1.0053... Generator Loss: 0.9722
Epoch 8/10... Discriminator Loss: 0.8803... Generator Loss: 0.9793
Epoch 8/10... Discriminator Loss: 0.7832... Generator Loss: 1.2798
Epoch 8/10... Discriminator Loss: 0.9745... Generator Loss: 0.9269
Epoch 8/10... Discriminator Loss: 0.6018... Generator Loss: 2.2933
Epoch 8/10... Discriminator Loss: 0.8006... Generator Loss: 1.5573
Epoch 8/10... Discriminator Loss: 0.9936... Generator Loss: 1.2535
Epoch 8/10... Discriminator Loss: 0.7606... Generator Loss: 1.3270
Epoch 8/10... Discriminator Loss: 0.6591... Generator Loss: 1.8404
Epoch 8/10... Discriminator Loss: 0.7480... Generator Loss: 1.3620
Epoch 8/10... Discriminator Loss: 0.8510... Generator Loss: 1.1360
Epoch 8/10... Discriminator Loss: 0.8139... Generator Loss: 1.1173
Epoch 8/10... Discriminator Loss: 1.0586... Generator Loss: 0.8612
Epoch 8/10... Discriminator Loss: 0.7458... Generator Loss: 1.4318
Epoch 8/10... Discriminator Loss: 0.9999... Generator Loss: 0.9171
Epoch 8/10... Discriminator Loss: 1.6124... Generator Loss: 0.3772
Epoch 8/10... Discriminator Loss: 1.9048... Generator Loss: 0.3157
Epoch 8/10... Discriminator Loss: 0.9578... Generator Loss: 0.8522
Epoch 8/10... Discriminator Loss: 0.8919... Generator Loss: 1.1315
Epoch 8/10... Discriminator Loss: 0.6477... Generator Loss: 2.3809
Epoch 8/10... Discriminator Loss: 0.7343... Generator Loss: 1.5687
Epoch 8/10... Discriminator Loss: 0.6323... Generator Loss: 1.6706
Epoch 8/10... Discriminator Loss: 0.9362... Generator Loss: 0.9634
Epoch 8/10... Discriminator Loss: 0.8980... Generator Loss: 1.0670
Epoch 8/10... Discriminator Loss: 1.0389... Generator Loss: 1.0647
Epoch 8/10... Discriminator Loss: 1.0378... Generator Loss: 0.7562
Epoch 8/10... Discriminator Loss: 1.0250... Generator Loss: 0.8430
Epoch 8/10... Discriminator Loss: 1.3928... Generator Loss: 0.5703
Epoch 8/10... Discriminator Loss: 1.1976... Generator Loss: 0.7125
Epoch 8/10... Discriminator Loss: 0.9550... Generator Loss: 0.9635
Epoch 8/10... Discriminator Loss: 0.9609... Generator Loss: 0.9518
Epoch 8/10... Discriminator Loss: 1.2003... Generator Loss: 0.6725
Epoch 8/10... Discriminator Loss: 0.7773... Generator Loss: 1.3260
Epoch 8/10... Discriminator Loss: 0.9017... Generator Loss: 1.0272
Epoch 8/10... Discriminator Loss: 0.9136... Generator Loss: 1.0461
Epoch 8/10... Discriminator Loss: 0.9664... Generator Loss: 0.8913
Epoch 8/10... Discriminator Loss: 1.0383... Generator Loss: 0.8234
Epoch 8/10... Discriminator Loss: 0.9895... Generator Loss: 0.8728
Epoch 8/10... Discriminator Loss: 0.5718... Generator Loss: 2.0487
Epoch 8/10... Discriminator Loss: 1.3774... Generator Loss: 0.4683
Epoch 8/10... Discriminator Loss: 0.6525... Generator Loss: 1.7300
Epoch 8/10... Discriminator Loss: 0.8316... Generator Loss: 1.2299
Epoch 8/10... Discriminator Loss: 0.8322... Generator Loss: 1.1286
Epoch 8/10... Discriminator Loss: 1.0977... Generator Loss: 0.7972
Epoch 8/10... Discriminator Loss: 1.0366... Generator Loss: 1.0799
Epoch 8/10... Discriminator Loss: 0.7257... Generator Loss: 1.3989
Epoch 8/10... Discriminator Loss: 0.8103... Generator Loss: 1.2741
Epoch 8/10... Discriminator Loss: 0.8185... Generator Loss: 1.1491
Epoch 8/10... Discriminator Loss: 0.5542... Generator Loss: 1.9288
Epoch 8/10... Discriminator Loss: 0.7299... Generator Loss: 1.3470
Epoch 8/10... Discriminator Loss: 1.2982... Generator Loss: 0.5936
Epoch 8/10... Discriminator Loss: 1.1497... Generator Loss: 0.6937
Epoch 8/10... Discriminator Loss: 0.6576... Generator Loss: 1.8616
Epoch 8/10... Discriminator Loss: 0.8739... Generator Loss: 1.0299
Epoch 8/10... Discriminator Loss: 0.6890... Generator Loss: 1.3896
Epoch 8/10... Discriminator Loss: 1.1107... Generator Loss: 0.7396
Epoch 8/10... Discriminator Loss: 0.8186... Generator Loss: 1.0986
Epoch 8/10... Discriminator Loss: 0.5939... Generator Loss: 1.9635
Epoch 8/10... Discriminator Loss: 0.8389... Generator Loss: 1.8948
Epoch 8/10... Discriminator Loss: 0.6575... Generator Loss: 2.0214
Epoch 8/10... Discriminator Loss: 0.9347... Generator Loss: 1.2152
Epoch 8/10... Discriminator Loss: 1.1038... Generator Loss: 0.7247
Epoch 8/10... Discriminator Loss: 0.8053... Generator Loss: 1.2466
Epoch 8/10... Discriminator Loss: 0.8657... Generator Loss: 1.0297
Epoch 8/10... Discriminator Loss: 1.0444... Generator Loss: 0.7521
Epoch 8/10... Discriminator Loss: 0.8768... Generator Loss: 1.0375
Epoch 8/10... Discriminator Loss: 1.1926... Generator Loss: 0.6833
Epoch 8/10... Discriminator Loss: 0.9934... Generator Loss: 1.0048
Epoch 8/10... Discriminator Loss: 1.0294... Generator Loss: 0.8312
Epoch 8/10... Discriminator Loss: 1.2374... Generator Loss: 0.6434
Epoch 8/10... Discriminator Loss: 1.1530... Generator Loss: 0.7887
Epoch 8/10... Discriminator Loss: 1.2665... Generator Loss: 0.6200
Epoch 8/10... Discriminator Loss: 1.0653... Generator Loss: 0.7551
Epoch 8/10... Discriminator Loss: 0.6771... Generator Loss: 1.4663
Epoch 8/10... Discriminator Loss: 0.9540... Generator Loss: 0.9731
Epoch 8/10... Discriminator Loss: 0.8876... Generator Loss: 1.0305
Epoch 8/10... Discriminator Loss: 0.8728... Generator Loss: 1.1107
Epoch 8/10... Discriminator Loss: 0.7194... Generator Loss: 2.2512
Epoch 8/10... Discriminator Loss: 0.8818... Generator Loss: 1.0115
Epoch 8/10... Discriminator Loss: 0.8989... Generator Loss: 1.0383
Epoch 8/10... Discriminator Loss: 1.1103... Generator Loss: 0.7340
Epoch 8/10... Discriminator Loss: 0.9421... Generator Loss: 1.1111
Epoch 8/10... Discriminator Loss: 0.9311... Generator Loss: 0.9743
Epoch 8/10... Discriminator Loss: 0.6503... Generator Loss: 1.4069
Epoch 8/10... Discriminator Loss: 1.1867... Generator Loss: 0.7172
Epoch 8/10... Discriminator Loss: 1.3005... Generator Loss: 0.5739
Epoch 8/10... Discriminator Loss: 1.0524... Generator Loss: 1.0267
Epoch 8/10... Discriminator Loss: 1.2024... Generator Loss: 0.6150
Epoch 8/10... Discriminator Loss: 1.1262... Generator Loss: 0.8168
Epoch 8/10... Discriminator Loss: 1.1105... Generator Loss: 0.7667
Epoch 8/10... Discriminator Loss: 1.1298... Generator Loss: 0.7539
Epoch 8/10... Discriminator Loss: 0.7528... Generator Loss: 1.2211
Epoch 8/10... Discriminator Loss: 0.7124... Generator Loss: 1.4645
Epoch 8/10... Discriminator Loss: 0.9993... Generator Loss: 0.7801
Epoch 8/10... Discriminator Loss: 1.0042... Generator Loss: 0.9445
Epoch 8/10... Discriminator Loss: 1.4508... Generator Loss: 0.5067
Epoch 8/10... Discriminator Loss: 1.1377... Generator Loss: 0.7097
Epoch 8/10... Discriminator Loss: 0.6876... Generator Loss: 1.7407
Epoch 8/10... Discriminator Loss: 0.7069... Generator Loss: 1.4164
Epoch 8/10... Discriminator Loss: 0.9445... Generator Loss: 0.9198
Epoch 8/10... Discriminator Loss: 0.6720... Generator Loss: 1.4725
In [ ]:
# import matplotlib.pyplot as plt
# fig, ax = plt.subplots(figsize=(20,8))
# losses = np.array(losses)
# plt.plot(losses.T[0], label='Discriminator Loss')
# plt.plot(losses.T[1], label='Generator Loss')
# plt.title("Training Losses")
# plt.legend()

提交项目

提交本项目前,确保运行所有 cells 后保存该文件。

保存该文件为 "dlnd_face_generation.ipynb", 并另存为 HTML 格式 "File" -> "Download as"。提交项目时请附带 "helper.py" 和 "problem_unittests.py" 文件。